INFO:root:正在加载初始数据
INFO:root:正在加载词表
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3592964824120603
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4623115577889447
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.16834170854271358
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4120603015075377
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.45226130653266333
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.21105527638190955
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3241206030150754
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4949748743718593
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.15326633165829145
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4221105527638191
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46733668341708545
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.22110552763819097
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.38944723618090454
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46733668341708545
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17336683417085427
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.41708542713567837
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4472361809045226
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.18592964824120603
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4396984924623116
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4547738693467337
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.11557788944723618
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.37185929648241206
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4648241206030151
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.04020100502512563
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.39949748743718594
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.457286432160804
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.21608040201005024
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.32914572864321606
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46984924623115576
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17336683417085427
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3793969849246231
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.44221105527638194
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.16834170854271358
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3693467336683417
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4547738693467337
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.19597989949748743
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.39949748743718594
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46984924623115576
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.15326633165829145
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4321608040201005
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46733668341708545
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.22110552763819097
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.40954773869346733
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.46733668341708545
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.22613065326633167
INFO:root:k最近邻分类器最低准确率为0.3241206030150754
INFO:root:SVM分类器最低准确率为0.44221105527638194
INFO:root:朴素贝叶斯分类器最低准确率为0.04020100502512563
INFO:root:k最近邻分类器平均准确率为0.39028475711892796
INFO:root:SVM分类器平均准确率为0.46264656616415406
INFO:root:朴素贝叶斯分类器平均准确率为0.1748743718592965
INFO:root:正在加载初始数据
INFO:root:正在加载词表
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.41534391534391535
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.20899470899470898
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42063492063492064
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5052910052910053
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.08994708994708994
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46296296296296297
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1931216931216931
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4973544973544973
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17989417989417988
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4497354497354497
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5079365079365079
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1455026455026455
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5052910052910053
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.12433862433862433
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46296296296296297
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.11375661375661375
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5211640211640212
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.21428571428571427
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3333333333333333
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5026455026455027
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.13756613756613756
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4973544973544973
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17195767195767195
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4312169312169312
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4947089947089947
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.41005291005291006
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4523809523809524
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5026455026455027
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1402116402116402
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4576719576719577
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.47354497354497355
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.30158730158730157
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3835978835978836
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5105820105820106
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1984126984126984
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3994708994708995
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.3544973544973545
INFO:root:k最近邻分类器最低准确率为0.3333333333333333
INFO:root:SVM分类器最低准确率为0.47354497354497355
INFO:root:朴素贝叶斯分类器最低准确率为0.08994708994708994
INFO:root:k最近邻分类器平均准确率为0.42416225749559083
INFO:root:SVM分类器平均准确率为0.49858906525573193
INFO:root:朴素贝叶斯分类器平均准确率为0.19894179894179892
INFO:root:正在加载初始数据
INFO:root:正在加载词表
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.47752808988764045
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5318352059925093
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.2640449438202247
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4943820224719101
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5318352059925093
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17790262172284643
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.44569288389513106
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5337078651685393
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.18352059925093633
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4794007490636704
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5318352059925093
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.26779026217228463
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4700374531835206
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5374531835205992
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.20786516853932585
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46629213483146065
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5131086142322098
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.2696629213483146
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4157303370786517
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5543071161048689
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.37640449438202245
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46254681647940077
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.548689138576779
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.16104868913857678
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.5
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5224719101123596
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.19101123595505617
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.5037453183520599
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5337078651685393
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.35767790262172283
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4794007490636704
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5224719101123596
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.18164794007490637
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4850187265917603
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5280898876404494
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.2752808988764045
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4850187265917603
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5262172284644194
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.27340823970037453
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.5056179775280899
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5168539325842697
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.2565543071161049
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46254681647940077
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5243445692883895
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.19662921348314608
INFO:root:k最近邻分类器最低准确率为0.4157303370786517
INFO:root:SVM分类器最低准确率为0.5131086142322098
INFO:root:朴素贝叶斯分类器最低准确率为0.16104868913857678
INFO:root:k最近邻分类器平均准确率为0.47553058676654186
INFO:root:SVM分类器平均准确率为0.5304619225967541
INFO:root:朴素贝叶斯分类器平均准确率为0.24269662921348312
INFO:root:正在加载初始数据
INFO:root:正在加载词表
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.41534391534391535
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.20899470899470898
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42063492063492064
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5052910052910053
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.08994708994708994
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46296296296296297
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1931216931216931
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4973544973544973
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17989417989417988
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4497354497354497
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5079365079365079
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1455026455026455
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5052910052910053
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.12433862433862433
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.46296296296296297
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.48677248677248675
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.11375661375661375
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5211640211640212
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.21428571428571427
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3333333333333333
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5026455026455027
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.13756613756613756
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.42328042328042326
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4973544973544973
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.17195767195767195
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4312169312169312
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.4947089947089947
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.41005291005291006
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4523809523809524
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5026455026455027
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1402116402116402
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.4576719576719577
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.47354497354497355
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.30158730158730157
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3835978835978836
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5105820105820106
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.1984126984126984
INFO:root:正在训练k最近邻分类器
INFO:root:k最近邻分类器准确率为0.3994708994708995
INFO:root:正在训练SVM分类器
INFO:root:SVM分类器准确率为0.5
INFO:root:正在训练朴素贝叶斯分类器
INFO:root:朴素贝叶斯分类器准确率为0.3544973544973545
INFO:root:k最近邻分类器最低准确率为0.3333333333333333
INFO:root:SVM分类器最低准确率为0.47354497354497355
INFO:root:朴素贝叶斯分类器最低准确率为0.08994708994708994
INFO:root:k最近邻分类器平均准确率为0.42416225749559083
INFO:root:SVM分类器平均准确率为0.49858906525573193
INFO:root:朴素贝叶斯分类器平均准确率为0.19894179894179892
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在加载初始数据
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在加载词表
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.17572463768115942
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1578539107950873
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.49473684210526314
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.17971014492753623
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.13888888888888892
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.08421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2333333333333333
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07345244861229516
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.26213485394157665
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28244951481772884
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.49473684210526314
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.19951980792316928
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.1534267322983718
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.09473684210526316
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2840386154461785
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0822225341833185
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.2543778207607995
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2501063264221159
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.21716097141629054
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.207749766573296
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.042105263157894736
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.12777777777777777
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.028852353320438423
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.5368421052631579
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.20318627450980395
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20084129828753483
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.631578947368421
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.21629901960784315
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.20932539682539683
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.12631578947368421
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.14818775995246583
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07876202544551499
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.45263157894736844
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.1644712430426716
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14889608672659968
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.18828076685219544
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.16699905033238363
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.05263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2693104514533086
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.047184388689765024
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.45263157894736844
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.24785714285714283
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.24375961146872357
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.18253968253968256
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.14288569144684252
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.06315789473684211
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.22420634920634921
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05528619528619528
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.18009302325581394
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.13208990913438545
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.49473684210526314
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.2537564979480164
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.22526842890846935
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.08421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17033363733090134
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0679941662968896
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.42105263157894735
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.25332213512504664
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.26753295668549903
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.49473684210526314
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.1768617021276596
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.14278606965174132
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.07368421052631578
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27631578947368424
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0625436692698189
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.42105263157894735
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.2033018867924528
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19192766528002198
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5789473684210527
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.22122641509433963
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.19092331768388107
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.05263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.09166666666666666
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06486805248415155
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.47368421052631576
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.24152759478846433
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.24347922192749774
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.4842105263157895
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.23695286195286194
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.22140578719526086
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.09473684210526316
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16264090177133653
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09077429345722028
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4631578947368421
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.2789725158562368
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28038277511961723
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.21515151515151512
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.19265232974910393
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.10526315789473684
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1706941508104299
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09109885451785256
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.5578947368421052
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.3086274509803921
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3183910139647845
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5789473684210527
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.27941176470588236
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.28587623407767293
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.06315789473684211
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04882154882154882
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.3894736842105263
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.15977655429988089
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.13740687653731132
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.4842105263157895
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.229631507775524
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.21177650872048157
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.08421052631578947
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15642406387842492
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07309472934472934
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.37894736842105264
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.2075451457178616
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20821936175918476
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5052631578947369
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.22454258299064306
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.1895686794956868
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.07368421052631578
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15452847805788983
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07581991651759094
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.4842105263157895
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.2361904761904762
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2197478991596639
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器准确率为0.5263157894736842
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器召回率为0.22768253968253965
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器f1_score为0.19722627737226275
09/08/2022 22:06:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.22105263157894736
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2562433862433862
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.149372100852364
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37894736842105264
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器最低准确率为0.4842105263157895
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.042105263157894736
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器平均准确率为0.45052631578947366
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器平均准确率为0.5249122807017543
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均准确率为0.08771929824561404
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.2251405837199853
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器平均召回率为0.21658185204637995
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.19171342409347553
09/08/2022 22:06:41 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2188722952057171
09/08/2022 22:06:41 [INFO] contrast_experiment: SVM分类器平均f1_score为0.19178394394798268
09/08/2022 22:06:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.07267648513997957
09/10/2022 21:33:39 [INFO] contrast_experiment: 正在加载初始数据
09/10/2022 21:33:39 [INFO] contrast_experiment: 正在加载词表
09/10/2022 21:33:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:39 [INFO] contrast_experiment: k最近邻分类器准确率为0.41622574955908287
09/10/2022 21:33:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.16591128644867129
09/10/2022 21:33:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15389688818221248
09/10/2022 21:33:39 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器准确率为0.4973544973544973
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器召回率为0.1725770109634631
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器f1_score为0.131385154880187
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.019400352733686066
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19285932478230985
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.037969387511284654
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器准确率为0.35802469135802467
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.16033709754252248
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.148254950390005
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器准确率为0.4991181657848324
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器召回率为0.1772080006379776
09/10/2022 21:33:40 [INFO] contrast_experiment: SVM分类器f1_score为0.13227206333554756
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.037037037037037035
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21719894391471947
09/10/2022 21:33:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05151842933568998
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器准确率为0.3915343915343915
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.16165772033696563
09/10/2022 21:33:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1359229910175719
09/10/2022 21:33:40 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器准确率为0.4462081128747795
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器召回率为0.1618540788352109
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器f1_score为0.11211308437878582
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.03527336860670194
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19904185960789733
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.039868212567196616
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.37918871252204583
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.15587207426767566
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1425547052272777
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器准确率为0.4620811287477954
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器召回率为0.16682043248591996
09/10/2022 21:33:41 [INFO] contrast_experiment: SVM分类器f1_score为0.12050424580135954
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.029982363315696647
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15367930272868865
09/10/2022 21:33:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.03239676731765467
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器准确率为0.41622574955908287
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.18252690368832103
09/10/2022 21:33:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16355981670151712
09/10/2022 21:33:41 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器准确率为0.49206349206349204
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器召回率为0.16678852643419573
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器f1_score为0.11248897405481036
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.019400352733686066
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18271193664894456
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.024793316610431288
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器准确率为0.42504409171075835
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器召回率为0.16927140718139955
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1589881803937598
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器准确率为0.5044091710758377
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器召回率为0.1687657146085826
09/10/2022 21:33:42 [INFO] contrast_experiment: SVM分类器f1_score为0.11703148264413088
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.024691358024691357
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.058445245745016916
09/10/2022 21:33:42 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04615808278954043
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器准确率为0.4109347442680776
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器召回率为0.15889817087110167
09/10/2022 21:33:42 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14550873149003993
09/10/2022 21:33:42 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器准确率为0.5079365079365079
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器召回率为0.16698819038286838
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器f1_score为0.11518337075593658
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.029982363315696647
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21125048912553024
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.047468923640197724
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器准确率为0.43209876543209874
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.1818361883841191
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17416208041523973
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器准确率为0.49382716049382713
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器召回率为0.17045311119525433
09/10/2022 21:33:43 [INFO] contrast_experiment: SVM分类器f1_score为0.11833694116690552
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.04056437389770723
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2614420079532424
09/10/2022 21:33:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04628633993425241
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器准确率为0.3915343915343915
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.16569426266538193
09/10/2022 21:33:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15333526218645208
09/10/2022 21:33:43 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器准确率为0.4514991181657848
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器召回率为0.1671484053606169
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器f1_score为0.12110595178730636
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.03350970017636684
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13968359511784184
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.03804523905030551
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.4638447971781305
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.1772592452839875
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16056182750194234
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器准确率为0.5079365079365079
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器召回率为0.17231638418079095
09/10/2022 21:33:44 [INFO] contrast_experiment: SVM分类器f1_score为0.12296051993403821
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.029982363315696647
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20405469998778894
09/10/2022 21:33:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.040574933299449445
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.3897707231040564
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.17146309745690178
09/10/2022 21:33:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15954959819609502
09/10/2022 21:33:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器准确率为0.4656084656084656
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器召回率为0.16997179979576815
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12293056514071006
09/10/2022 21:33:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.037037037037037035
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21111933241542788
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05567763998010849
09/10/2022 21:33:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:45 [INFO] contrast_experiment: k最近邻分类器准确率为0.41798941798941797
09/10/2022 21:33:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.1619592340438919
09/10/2022 21:33:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14861646765186717
09/10/2022 21:33:45 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器准确率为0.47619047619047616
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器召回率为0.16600544251539737
09/10/2022 21:33:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12115962657410771
09/10/2022 21:33:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.019400352733686066
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18676207513416818
09/10/2022 21:33:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.023186748041492
09/10/2022 21:33:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器准确率为0.3985890652557319
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器召回率为0.1694791403180953
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14950269022885967
09/10/2022 21:33:46 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:46 [INFO] contrast_experiment: SVM分类器准确率为0.4638447971781305
09/10/2022 21:33:46 [INFO] contrast_experiment: SVM分类器召回率为0.1680447421892289
09/10/2022 21:33:46 [INFO] contrast_experiment: SVM分类器f1_score为0.11049483516964793
09/10/2022 21:33:46 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:46 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.021164021164021163
09/10/2022 21:33:46 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20447813517235813
09/10/2022 21:33:46 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04149490812581847
09/10/2022 21:33:46 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器准确率为0.38271604938271603
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器召回率为0.1710235267671931
09/10/2022 21:33:46 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1516908607732559
09/10/2022 21:33:46 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器准确率为0.47619047619047616
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器召回率为0.17357420583775218
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器f1_score为0.13195252895662304
09/10/2022 21:33:47 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.029982363315696647
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18833014245832938
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.03616714722811747
09/10/2022 21:33:47 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器准确率为0.4056437389770723
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器召回率为0.1719844977702272
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1613030634854248
09/10/2022 21:33:47 [INFO] contrast_experiment: 正在训练SVM分类器
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器准确率为0.49029982363315694
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器召回率为0.17026689962988803
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器f1_score为0.11962898528544781
09/10/2022 21:33:47 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.021164021164021163
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1933968336335972
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.03258546071852587
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.35802469135802467
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器最低准确率为0.4462081128747795
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.019400352733686066
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器平均准确率为0.4052910052910052
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器平均准确率为0.4823045267489711
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器平均准确率为0.02857142857142857
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.168344923535097
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器平均召回率为0.169252196336861
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.18696359496172404
09/10/2022 21:33:47 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.1538272075894347
09/10/2022 21:33:47 [INFO] contrast_experiment: SVM分类器平均f1_score为0.12063655532436962
09/10/2022 21:33:47 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.039612769076670995
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在加载初始数据
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在加载词表
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器准确率为0.40350877192982454
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.18441687344913152
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17382893854354195
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器准确率为0.5789473684210527
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器召回率为0.23076923076923075
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器f1_score为0.19751937984496126
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.12280701754385964
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18799007444168733
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10820536406883911
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器准确率为0.45614035087719296
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.15284178187403993
09/11/2022 14:06:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1356521739130435
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器准确率为0.543859649122807
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器召回率为0.18509984639016897
09/11/2022 14:06:43 [INFO] contrast_experiment: SVM分类器f1_score为0.1593137254901961
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.05263157894736842
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.03571428571428571
09/11/2022 14:06:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.02941176470588235
09/11/2022 14:06:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.43859649122807015
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.22599999999999998
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17676767676767677
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.47368421052631576
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.1875
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.14252226910454757
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.21052631578947367
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3434722222222222
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17217412217412217
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.42105263157894735
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.32243589743589746
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2950793650793651
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.43859649122807015
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.21538461538461537
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.14857142857142858
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.10526315789473684
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2528846153846154
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11890331890331891
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.40350877192982454
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.2276190476190476
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1831608005521049
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.38596491228070173
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.18055555555555555
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.11774628879892039
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.24561403508771928
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19365079365079363
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.14849859065284599
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.42105263157894735
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.20677655677655676
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1796969696969697
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.49122807017543857
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.17839506172839506
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.12280701754385964
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15054945054945054
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11706989247311825
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.42105263157894735
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.1822222222222222
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16635481635481636
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.543859649122807
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.16453488372093023
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.14035087719298245
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1088888888888889
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1007820136852395
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.49122807017543857
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.26334776334776333
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2541958041958042
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.5087719298245614
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.18170731707317073
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.08771929824561403
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16493506493506493
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10073260073260075
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.38596491228070173
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.16444444444444442
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14852659778032912
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.43859649122807015
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.16925925925925925
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.11793248945147679
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.21052631578947367
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19259259259259257
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11767245100578433
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.3333333333333333
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.15905172413793106
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15062680810028928
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.543859649122807
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.225
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.1825396825396825
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.07017543859649122
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.325
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13857142857142857
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.45614035087719296
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.19333333333333336
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17402190923317687
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.5087719298245614
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.15846917080085046
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.24561403508771928
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.25666666666666665
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.25712842712842715
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.38596491228070173
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.17222222222222222
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14363992172211346
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.47368421052631576
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.16071428571428573
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.10843373493975905
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.19298245614035087
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.35566448801742917
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15946305156831472
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.3508771929824561
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.20541958041958042
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16859852476290832
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.49122807017543857
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.28125
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.21604938271604937
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.10526315789473684
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1556818181818182
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08833373756973079
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.40350877192982454
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.16428571428571428
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11645569620253167
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.5087719298245614
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.15833333333333333
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.15789473684210525
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21017316017316015
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1692997198879552
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器准确率为0.45614035087719296
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.23343589743589743
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2076067687348912
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器准确率为0.45614035087719296
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器召回率为0.2207179487179487
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器f1_score为0.17327300150829564
09/11/2022 14:06:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器准确率为0.10526315789473684
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27282051282051284
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09601379013143718
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.3333333333333333
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器最低准确率为0.38596491228070173
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.05263157894736842
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器平均准确率为0.4152046783625731
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器平均准确率为0.4923976608187134
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器平均准确率为0.14502923976608187
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.20385687060025212
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器平均召回率为0.20933735104003923
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2137789756159459
09/11/2022 14:06:44 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.17828085144263747
09/11/2022 14:06:44 [INFO] contrast_experiment: SVM分类器平均f1_score为0.16035607664146648
09/11/2022 14:06:44 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.12815068488393633
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在加载初始数据
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在加载词表
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.3684210526315789
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1668982630272953
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16215940921823274
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.5789473684210527
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.23076923076923075
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.19751937984496126
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18799007444168733
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11610687534080147
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1712749615975422
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15913538516278244
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.18509984639016897
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.1593137254901961
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.07017543859649122
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.047619047619047616
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04040404040404041
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.2006666666666667
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14371929824561402
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.1875
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.14252226910454757
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.19298245614035087
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.28791666666666665
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12573220383504072
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.22243589743589745
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.21311942959001778
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.21538461538461537
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.14857142857142858
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.10526315789473684
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.25
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09671274961597544
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.3684210526315789
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.20761904761904765
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15086323781975958
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.38596491228070173
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.18055555555555555
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.11774628879892039
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.22807017543859648
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17936507936507937
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11916357452071737
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.21336996336996336
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19095238095238093
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.17839506172839506
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.14816849816849814
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10601766513056839
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1822222222222222
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16474052263525948
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.16453488372093023
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17333333333333334
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07791357777332532
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.23775853775853775
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.218709106984969
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.18170731707317073
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16493506493506493
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10073260073260075
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.17592592592592593
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16179794818292473
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.16925925925925925
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.11793248945147679
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21052631578947367
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19259259259259257
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11331569664903
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.2103448275862069
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19211469534050182
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.225
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.1825396825396825
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.07017543859649122
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.325
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13832752613240418
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.15999999999999998
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1382222222222222
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.15846917080085046
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2631578947368421
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2633333333333333
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2648520236762118
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.17222222222222222
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14743589743589744
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器召回率为0.16071428571428573
09/11/2022 14:15:10 [INFO] contrast_experiment: SVM分类器f1_score为0.10843373493975905
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.19298245614035087
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.420479302832244
09/11/2022 14:15:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16127946127946124
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.3333333333333333
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1958041958041958
09/11/2022 14:15:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16376811594202897
09/11/2022 14:15:10 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器召回率为0.28125
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器f1_score为0.21604938271604937
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1431818181818182
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07437788018433181
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.16428571428571428
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11645569620253167
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器f1_score为0.15833333333333333
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.17543859649122806
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.22350649350649351
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17904761904761904
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.23343589743589743
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2076067687348912
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器Acc为0.45614035087719296
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器召回率为0.2207179487179487
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器f1_score为0.17327300150829564
09/11/2022 14:15:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2594871794871795
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07881081081081082
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.3333333333333333
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器最低准确率为0.38596491228070173
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.07017543859649122
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4070175438596491
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器平均Acc为0.4923976608187134
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.14269005847953214
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.19428428953048898
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器平均召回率为0.20933735104003923
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.21779389896420254
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.1687200076446676
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器平均f1_score为0.16035607664146648
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.1195196203421959
09/11/2022 14:15:11 [INFO] contrast_experiment: k最近邻分类器平均precision为0.19684888449120236
09/11/2022 14:15:11 [INFO] contrast_experiment: SVM分类器平均precision为0.2627193004216065
09/11/2022 14:15:11 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.18433754750702544
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在加载初始数据
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在加载词表
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.3684210526315789
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.1668982630272953
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16215940921823274
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.5789473684210527
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.23076923076923075
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.19751937984496126
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18799007444168733
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11610687534080147
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.1712749615975422
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15913538516278244
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.18509984639016897
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.1593137254901961
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.07017543859649122
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.047619047619047616
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.04040404040404041
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2006666666666667
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14371929824561402
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.1875
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.14252226910454757
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.19298245614035087
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.28791666666666665
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12573220383504072
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.22243589743589745
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.21311942959001778
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.21538461538461537
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.14857142857142858
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.10526315789473684
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.25
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09671274961597544
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.3684210526315789
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.20761904761904765
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15086323781975958
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.38596491228070173
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.18055555555555555
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.11774628879892039
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.22807017543859648
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17936507936507937
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11916357452071737
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.21336996336996336
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19095238095238093
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.17839506172839506
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.14816849816849814
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10601766513056839
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.1822222222222222
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16474052263525948
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.16453488372093023
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17333333333333334
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07791357777332532
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.23775853775853775
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.218709106984969
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.18170731707317073
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16493506493506493
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10073260073260075
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.17592592592592593
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16179794818292473
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.16925925925925925
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.11793248945147679
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21052631578947367
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19259259259259257
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11331569664903
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2103448275862069
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19211469534050182
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.225
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.1825396825396825
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.07017543859649122
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.325
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13832752613240418
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.15999999999999998
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1382222222222222
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/11/2022 14:17:20 [INFO] contrast_experiment: SVM分类器f1_score为0.15846917080085046
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2631578947368421
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2633333333333333
09/11/2022 14:17:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2648520236762118
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.17222222222222222
09/11/2022 14:17:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14743589743589744
09/11/2022 14:17:20 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器召回率为0.16071428571428573
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器f1_score为0.10843373493975905
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.19298245614035087
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.420479302832244
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16127946127946124
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.3333333333333333
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.1958041958041958
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16376811594202897
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器召回率为0.28125
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器f1_score为0.21604938271604937
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1431818181818182
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07437788018433181
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.16428571428571428
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11645569620253167
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器f1_score为0.15833333333333333
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.17543859649122806
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.22350649350649351
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17904761904761904
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.23343589743589743
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2076067687348912
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练SVM分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器Acc为0.45614035087719296
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器召回率为0.2207179487179487
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器f1_score为0.17327300150829564
09/11/2022 14:17:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2594871794871795
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07881081081081082
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.3333333333333333
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器最低准确率为0.38596491228070173
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.07017543859649122
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4070175438596491
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器平均Acc为0.4923976608187134
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.14269005847953214
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.19428428953048898
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器平均召回率为0.20933735104003923
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.21779389896420254
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.1687200076446676
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器平均f1_score为0.16035607664146648
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.1195196203421959
09/11/2022 14:17:21 [INFO] contrast_experiment: k最近邻分类器平均precision为0.19684888449120236
09/11/2022 14:17:21 [INFO] contrast_experiment: SVM分类器平均precision为0.2627193004216065
09/11/2022 14:17:21 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.18433754750702544
09/12/2022 13:51:48 [INFO] contrast_experiment: 正在加载初始数据
09/12/2022 13:51:48 [INFO] contrast_experiment: 正在加载词表
09/12/2022 13:51:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在加载初始数据
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在加载词表
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.18441687344913152
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17382893854354195
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.5789473684210527
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.23076923076923075
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.19751937984496126
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18799007444168733
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10820536406883911
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.15284178187403993
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1356521739130435
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.18509984639016897
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.1593137254901961
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.05263157894736842
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.03571428571428571
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.02941176470588235
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.43859649122807015
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.22599999999999998
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17676767676767677
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.1875
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.14252226910454757
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21052631578947367
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3434722222222222
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17217412217412217
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.32243589743589746
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2950793650793651
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.21538461538461537
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.14857142857142858
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.10526315789473684
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2528846153846154
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11890331890331891
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.2276190476190476
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1831608005521049
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.38596491228070173
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.18055555555555555
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.11774628879892039
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.24561403508771928
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19365079365079363
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.14849859065284599
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.20677655677655676
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1796969696969697
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.17839506172839506
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.12280701754385964
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15054945054945054
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11706989247311825
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.42105263157894735
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.1822222222222222
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16635481635481636
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.16453488372093023
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14035087719298245
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1088888888888889
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1007820136852395
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.49122807017543857
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.26334776334776333
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2541958041958042
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.18170731707317073
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08771929824561403
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16493506493506493
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10073260073260075
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.16444444444444442
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14852659778032912
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.43859649122807015
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.16925925925925925
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.11793248945147679
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21052631578947367
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19259259259259257
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11767245100578433
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.3333333333333333
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.15905172413793106
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15062680810028928
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.543859649122807
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.225
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.1825396825396825
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.07017543859649122
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.325
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13857142857142857
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.19333333333333336
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17402190923317687
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.15846917080085046
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.24561403508771928
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.25666666666666665
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.25712842712842715
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.38596491228070173
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.17222222222222222
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14363992172211346
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.47368421052631576
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.16071428571428573
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.10843373493975905
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.19298245614035087
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.35566448801742917
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15946305156831472
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.3508771929824561
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.20541958041958042
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16859852476290832
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.49122807017543857
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.28125
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.21604938271604937
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.10526315789473684
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1556818181818182
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08833373756973079
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.40350877192982454
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.16428571428571428
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11645569620253167
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.5087719298245614
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.21333333333333332
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.15833333333333333
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15789473684210525
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21017316017316015
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1692997198879552
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器Acc为0.45614035087719296
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器召回率为0.23343589743589743
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2076067687348912
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器Acc为0.45614035087719296
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器召回率为0.2207179487179487
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器f1_score为0.17327300150829564
09/12/2022 13:52:06 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.10526315789473684
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27282051282051284
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09601379013143718
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.3333333333333333
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器最低准确率为0.38596491228070173
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.05263157894736842
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4152046783625731
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器平均Acc为0.4923976608187134
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.14502923976608187
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.20385687060025212
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器平均召回率为0.20933735104003923
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2137789756159459
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.17828085144263747
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器平均f1_score为0.16035607664146648
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.12815068488393633
09/12/2022 13:52:06 [INFO] contrast_experiment: k最近邻分类器平均precision为0.1995505209435949
09/12/2022 13:52:06 [INFO] contrast_experiment: SVM分类器平均precision为0.2627193004216065
09/12/2022 13:52:06 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.21134989255655487
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在加载初始数据
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在加载词表
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.4
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.26795977011494254
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2533143939393939
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.25
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17159961685823755
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.14615683229813667
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.30977443609022554
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3114285714285715
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1405597326649958
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07638888888888888
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.24902926687916546
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23868092691622103
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.26666666666666666
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.329440741813967
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20934467831019554
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.15427350427350425
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14397358282883874
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.6
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.11666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1554131054131054
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09797637003519356
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.3044444444444444
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2605042016806723
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.06666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.03148148148148148
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0537037037037037
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.2027164685908319
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19663865546218487
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.07533955857385399
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08333333333333333
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.22617511520737327
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20311688311688308
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.06666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.04646697388632872
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05343915343915343
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.20838709677419356
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1937799043062201
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.06666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20714285714285716
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06910896403650027
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.35
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.18206521739130435
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15258248322764448
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.4
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17602657004830916
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1128011554840823
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.1442831215970962
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.13623188405797101
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19424279088525911
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1235576923076923
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.3079120879120879
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.25299292737622914
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.45
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.12075702075702077
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08532608695652173
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.32455648926237163
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.30500000000000005
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.45
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.08333333333333333
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.14352941176470588
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08285714285714285
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.23555555555555557
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1738095238095238
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11299663299663301
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.09336363636363636
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.2285714285714286
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20064935064935066
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1607142857142857
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06944444444444443
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器召回率为0.26607142857142857
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23521367521367523
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练SVM分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
09/12/2022 13:54:23 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16220238095238093
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1449248120300752
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.35
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.06666666666666667
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4311111111111112
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1322222222222222
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.24078502874906357
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.14852754406356145
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.21719446426755865
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.10011512629924671
09/12/2022 13:54:23 [INFO] contrast_experiment: k最近邻分类器平均precision为0.20999921083651613
09/12/2022 13:54:23 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
09/12/2022 13:54:23 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.20440838943938144
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在加载初始数据
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在加载词表
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.2020764119601329
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.18228438228438232
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.525
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.19534883720930232
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.1388429752066116
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2125
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2435077519379845
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.147280688659999
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.17354497354497353
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17041030248577416
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.55
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.16296296296296295
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.11827956989247312
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1125
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.18624338624338624
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07184498965014083
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.3375
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.15344303247529054
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11872759856630825
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.4
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.17592592592592593
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.11146788990825689
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1625
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1581622678396872
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0991672066623467
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.22802631578947366
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20072463768115942
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.10500000000000001
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0981226533166458
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4875
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.18095238095238095
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16605374823196606
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.525
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.13884297520661154
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2125
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3028571428571428
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17796992481203006
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.15155228758169934
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1376138147566719
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.1111111111111111
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2184640522875817
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1356902356902357
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.21282647584973166
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1965545361875637
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5375
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.20534883720930233
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.15789059425423063
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.0875
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.05402504472271914
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07046153846153846
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.16898148148148148
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16322751322751322
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5375
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.15925925925925927
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.11653116531165314
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19999999999999998
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.055932705963138096
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.145224171539961
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11314413741598207
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.4625
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.16228070175438597
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.1054131054131054
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2875
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17884990253411304
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11079228439343218
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.2219564061669325
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19716462976276056
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.475
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.2
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.12991452991452992
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1125
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3835282651072125
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2569299264421216
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.5125
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.18546907756813416
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1592885375494071
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.6625
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.17393867924528303
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.1519233647657536
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.0875
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.12368972746331236
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.052970869062823084
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.425
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.14523281596452328
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.12008154943934761
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.16611234294161123
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.12500000000000003
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.08961566888396157
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1073376977632297
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4875
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.17217377260981914
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15526695526695528
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5375
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.1165311653116531
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.0875
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11429263565891472
09/13/2022 09:11:34 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.07132683658170916
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器Acc为0.4375
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器召回率为0.15043859649122807
09/13/2022 09:11:34 [INFO] contrast_experiment: k最近邻分类器f1_score为0.11679604798870853
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器Acc为0.5
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器召回率为0.17440476190476192
09/13/2022 09:11:34 [INFO] contrast_experiment: SVM分类器f1_score为0.13239171374764594
09/13/2022 09:11:34 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.175
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2441520467836257
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11491935483870967
09/13/2022 09:11:35 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器Acc为0.3875
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器召回率为0.18844594594594594
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16612903225806452
09/13/2022 09:11:35 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器Acc为0.45
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器召回率为0.1945945945945946
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器f1_score为0.12631578947368421
09/13/2022 09:11:35 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.35
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20495495495495497
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11089619600257898
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.3375
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.0875
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4491666666666667
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器平均Acc为0.5108333333333334
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.16583333333333333
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.17868960972811385
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器平均召回率为0.18023401575604817
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.18715618981830642
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.1575644948735043
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器平均f1_score为0.1275859521900436
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.1121095405533786
09/13/2022 09:11:35 [INFO] contrast_experiment: k最近邻分类器平均precision为0.16578147523258707
09/13/2022 09:11:35 [INFO] contrast_experiment: SVM分类器平均precision为0.1395543943620226
09/13/2022 09:11:35 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.17073776990937922
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在加载初始数据
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在加载词表
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.21568627450980393
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17401960784313725
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.25
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18518518518518517
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.12745098039215685
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.23214285714285715
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16666666666666666
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.25
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20535714285714285
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16435185185185186
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.3511904761904762
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29473684210526313
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.375
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.23484848484848486
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.2142857142857143
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1666666666666667
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.36190476190476195
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.31239388794567063
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.3111111111111111
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22764227642276422
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2142857142857143
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23809523809523808
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.21666666666666667
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1875
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.25925925925925924
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.125
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.10294117647058823
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.25
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.26
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.21666666666666665
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.33928571428571425
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3166666666666667
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2723214285714286
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22869565217391308
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.29411764705882354
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2380952380952381
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.41596638655462187
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.29523809523809524
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.34871794871794876
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2815315315315315
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.27272727272727276
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1714285714285714
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25925925925925924
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17929292929292928
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16590909090909092
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.22499999999999998
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.21114864864864863
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.23333333333333334
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17391304347826086
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.2777777777777778
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23749999999999996
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25925925925925924
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2472222222222222
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19444444444444442
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练k最近邻分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器召回率为0.3194444444444445
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2510822510822511
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练SVM分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
09/13/2022 18:43:36 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.28125
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.23863636363636365
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.25925925925925924
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.18518518518518517
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4518518518518518
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.31111111111111106
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.27398803810568517
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2601623035642643
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.21965920322599322
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.20892888657436773
09/13/2022 18:43:36 [INFO] contrast_experiment: k最近邻分类器平均precision为0.23020463765760724
09/13/2022 18:43:36 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
09/13/2022 18:43:36 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2643801711990566
11/28/2022 17:25:31 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:25:31 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:25:31 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:09 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:27:09 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:27:09 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器召回率为0.2696078431372549
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器f1_score为0.18055555555555555
11/28/2022 17:27:09 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
11/28/2022 17:27:09 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
11/28/2022 17:27:09 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.3642857142857143
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.36286055640894355
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.24999999999999997
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.2534722222222222
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.22142857142857145
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.25
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.3958333333333333
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.3452380952380953
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.42087542087542085
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.35504469987228604
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.25
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.33611111111111114
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.28497023809523814
11/28/2022 17:27:10 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器Acc为0.37037037037037035
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器召回率为0.33730158730158727
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.27777777777777773
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器平均Acc为0.47654320987654325
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器平均召回率为0.31610795159814764
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.26760317377116766
11/28/2022 17:27:10 [INFO] contrast_experiment: bpnn分类器平均precision为0.26576418981647737
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5375
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.14098360655737704
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器召回率为0.17407407407407408
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.13875598086124402
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器Acc为0.375
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器召回率为0.16129032258064516
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.09090909090909093
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器Acc为0.4875
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器召回率为0.195
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.13220338983050844
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器Acc为0.525
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器召回率为0.20952380952380953
11/28/2022 17:35:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.16166666666666665
11/28/2022 17:35:25 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4875
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.1625
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.11206896551724138
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.15491949910554564
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.12807881773399016
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.18888888888888888
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.15730676328502413
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.3245614035087719
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154589371980676
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.475
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.1288135593220339
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.6
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.15821540880503146
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.142
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.15336289726533628
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.12675233644859815
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.525
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.17002583979328167
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.1326821326821327
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器召回率为0.16904761904761903
11/28/2022 17:35:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.13786862557223467
11/28/2022 17:35:26 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.1275862068965517
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4816666666666667
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器平均召回率为0.1880939841728669
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.1382090052987174
11/28/2022 17:35:27 [INFO] contrast_experiment: bpnn分类器平均precision为0.12056798535435607
11/28/2022 17:36:38 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:36:38 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:36:38 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.2696078431372549
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.18055555555555555
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3642857142857143
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.36286055640894355
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.24999999999999997
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.2534722222222222
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.22142857142857145
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.25
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3958333333333333
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3452380952380953
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.42087542087542085
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.35504469987228604
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.25
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.33611111111111114
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.28497023809523814
11/28/2022 17:36:39 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器Acc为0.37037037037037035
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器召回率为0.33730158730158727
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.27777777777777773
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器平均Acc为0.47654320987654325
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器平均召回率为0.31610795159814764
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.26760317377116766
11/28/2022 17:36:39 [INFO] contrast_experiment: bpnn分类器平均precision为0.26576418981647737
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.24264705882352938
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22364532019704433
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.25
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16911764705882354
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.3348214285714286
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.297979797979798
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.25
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14814814814814814
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11160714285714285
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08777777777777777
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.4044642857142857
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4052197802197803
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.375
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2318840579710145
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.4301587301587302
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37535612535612534
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.32857142857142857
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2942528735632184
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.48888888888888893
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4796037296037296
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3444444444444445
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2388888888888889
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23737373737373735
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.32307692307692304
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2825757575757576
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18416666666666665
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.2464285714285714
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2673611111111111
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.25
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2892857142857143
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20192307692307693
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.31845238095238093
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3240740740740741
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.6296296296296297
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5148809523809524
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.44334975369458124
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.33893557422969184
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37789661319073087
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5938375350140056
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.45573122529644267
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.3754985754985755
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.35027195027195024
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.30976430976430974
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23310023310023312
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15656565656565657
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13247863247863245
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.39166666666666666
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3737373737373737
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21666666666666667
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18461538461538463
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.6296296296296297
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.41388888888888886
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37777777777777777
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21944444444444444
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16346153846153846
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练k最近邻分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器召回率为0.27976190476190477
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28735632183908044
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练SVM分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
11/28/2022 17:37:48 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.375
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.3115942028985507
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37037037037037035
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.14814814814814814
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4814814814814815
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.3259259259259259
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.3432302791616518
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2936282444860876
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.32622198022722027
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.22914493882484882
11/28/2022 17:37:48 [INFO] contrast_experiment: k最近邻分类器平均precision为0.3800030081144632
11/28/2022 17:37:48 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
11/28/2022 17:37:48 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.26951001297750526
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.5375
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.14098360655737704
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.17407407407407408
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.13875598086124402
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.375
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.16129032258064516
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.09090909090909093
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.4875
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.195
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.13220338983050844
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.525
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.20952380952380953
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.16166666666666665
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器Acc为0.4875
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器召回率为0.1625
11/28/2022 17:41:35 [INFO] contrast_experiment: bpnn分类器f1_score为0.11206896551724138
11/28/2022 17:41:35 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.15491949910554564
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.12807881773399016
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.18888888888888888
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.15730676328502413
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.3245614035087719
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154589371980676
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.475
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.1288135593220339
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.6
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.15821540880503146
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.142
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.15336289726533628
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.12675233644859815
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.525
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.17002583979328167
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.1326821326821327
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.16904761904761903
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.13786862557223467
11/28/2022 17:41:36 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器召回率为0.2
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器f1_score为0.1275862068965517
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4816666666666667
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器平均召回率为0.1880939841728669
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.1382090052987174
11/28/2022 17:41:36 [INFO] contrast_experiment: bpnn分类器平均precision为0.12056798535435607
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在加载初始数据
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在加载词表
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器召回率为0.2494252873563218
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.2233189711450581
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器Acc为0.35
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器召回率为0.19586466165413535
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.18322580645161293
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器Acc为0.5
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器召回率为0.2913937988988699
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.26883672404799164
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器Acc为0.55
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器召回率为0.18333333333333332
11/28/2022 17:42:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.14193548387096774
11/28/2022 17:42:41 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.2833333333333333
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.11777777777777779
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.12124031007751937
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.26666666666666666
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.19069609507640067
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.15711382113821137
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.2225806451612903
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.1906072874493927
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.35
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.1638709677419355
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073593073593077
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.1400966183574879
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.12214151197202044
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.23699334543254688
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.17727272727272725
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.2257142857142857
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.21801484230055657
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.14106753812636166
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.1360153256704981
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器Acc为0.4
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器召回率为0.24464646464646464
11/28/2022 17:42:42 [INFO] contrast_experiment: bpnn分类器f1_score为0.2044057971014493
11/28/2022 17:42:42 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器Acc为0.4
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器召回率为0.23888888888888885
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.24620268620268626
11/28/2022 17:42:43 [INFO] contrast_experiment: 正在训练bpnn分类器
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器Acc为0.4
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器召回率为0.2375
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.23835622490625225
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均Acc为0.3811111111111112
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均召回率为0.20532331387774003
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.18662823002285833
11/28/2022 17:42:43 [INFO] contrast_experiment: bpnn分类器平均precision为0.18922994647083435
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在加载词表
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.6
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.35
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
03/06/2023 00:32:14 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
03/06/2023 00:32:14 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:14 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
03/06/2023 00:32:14 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
03/06/2023 00:32:14 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.3
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.4
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
03/06/2023 00:32:15 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
03/06/2023 00:32:15 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 00:32:15 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
03/06/2023 00:32:15 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
03/06/2023 00:32:15 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
03/06/2023 00:32:16 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
03/06/2023 00:32:16 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
03/06/2023 00:32:16 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
03/06/2023 00:32:16 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在加载词表
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.6
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
03/06/2023 12:23:19 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
03/06/2023 12:23:19 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 12:23:19 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
03/06/2023 12:23:19 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
03/06/2023 12:23:19 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.35
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.4
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
03/06/2023 12:23:20 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
03/06/2023 12:23:20 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
03/06/2023 12:23:20 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 12:23:20 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
03/06/2023 12:23:20 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.3
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.4
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
03/06/2023 12:23:21 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
03/06/2023 12:23:21 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 12:23:21 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
03/06/2023 12:23:21 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
03/06/2023 12:23:21 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
03/06/2023 12:23:22 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
03/06/2023 12:23:22 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
03/06/2023 12:23:22 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
03/06/2023 12:23:22 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在加载词表
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
03/06/2023 12:35:10 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
03/06/2023 12:35:10 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器Acc为0.6
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:10 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
03/06/2023 12:35:10 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
03/06/2023 12:35:10 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.35
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.4
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
03/06/2023 12:35:11 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
03/06/2023 12:35:11 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 12:35:11 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
03/06/2023 12:35:11 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
03/06/2023 12:35:11 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.3
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.4
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
03/06/2023 12:35:12 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
03/06/2023 12:35:12 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 12:35:12 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
03/06/2023 12:35:12 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
03/06/2023 12:35:12 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
03/06/2023 12:35:13 [INFO] contrast_experiment: 数据集 趣享GIF众包测试201908试题 结果：
03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
03/06/2023 12:35:13 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
03/06/2023 12:35:13 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
03/06/2023 12:35:13 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
03/06/2023 12:35:13 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在加载词表
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.36666666666666664
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.24018199233716475
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22726348603957716
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.16292134831460672
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34013409961685825
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.22602208699571782
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.36666666666666664
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.31178160919540227
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.2789473684210526
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.28715538847117794
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2755848861283644
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.12873563218390804
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2030597326649958
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.139027639027639
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.21015037593984962
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.19084475895621406
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.25680479088186997
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27047438330170775
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.13033707865168537
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3008693132425384
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1993394138555429
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.5333333333333333
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.31005505650536075
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.292354124748491
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.43333333333333335
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.1641025641025641
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.15351898734177216
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.6
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.14999999999999997
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21189458689458693
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12858220211161386
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器Acc为0.5833333333333334
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器召回率为0.19444444444444445
03/06/2023 14:22:43 [INFO] contrast_experiment: bpnn分类器f1_score为0.1473684210526316
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器召回率为0.2966666666666667
03/06/2023 14:22:43 [INFO] contrast_experiment: k最近邻分类器f1_score为0.27241935483870966
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器Acc为0.5833333333333334
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 14:22:43 [INFO] contrast_experiment: SVM分类器f1_score为0.1473684210526316
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.13333333333333333
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17499999999999996
03/06/2023 14:22:43 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.137353206865402
03/06/2023 14:22:43 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.35
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.1988888888888889
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.1833333333333333
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.5166666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.30969439728353143
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3298049319101951
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.1935483870967742
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.13992642897566496
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1066435894022101
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.24400679117147708
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154985754985755
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.3247004608294931
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.32351097178683386
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.1377777777777778
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15660522273425498
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11171497584541062
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.5166666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.2626728110599078
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.22418300653594772
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.48333333333333334
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.2269585253456221
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22642496392496395
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5166666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.13626373626373628
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.4093087557603686
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2165296691612481
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.4166666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.21179723502304143
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.20824485891917743
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.2448671497584541
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.234006734006734
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.4
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.09523809523809525
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21739130434782608
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.15825825825825826
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器召回率为0.1394927536231884
03/06/2023 14:22:44 [INFO] contrast_experiment: bpnn分类器f1_score为0.10892710892710893
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器Acc为0.5666666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器召回率为0.3062613430127042
03/06/2023 14:22:44 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2583764739718148
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器召回率为0.19444444444444445
03/06/2023 14:22:44 [INFO] contrast_experiment: SVM分类器f1_score为0.15746753246753245
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3141258318209316
03/06/2023 14:22:44 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16225857475857478
03/06/2023 14:22:44 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.38333333333333336
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.24001814882032665
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.1821350762527233
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.23743589743589744
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2261183261183261
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.16825396825396827
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.223992673992674
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1417025089605735
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.3333333333333333
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.22945054945054943
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.21177489177489175
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.28090569561157797
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2661314302705917
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.19285714285714287
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12413793103448276
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.18333333333333332
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.27372549019607845
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.19829059829059828
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.3
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.1351151571739807
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.13019005847953216
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.38333333333333336
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.20969696969696972
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19251336898395724
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.4166666666666667
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.18518518518518517
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.11764705882352941
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.21666666666666667
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2952188552188552
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063145743145743
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.4
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.24632996632996634
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.18834498834498833
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.4166666666666667
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.27222222222222225
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.29031606672519755
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.4666666666666667
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.12727272727272726
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.16666666666666666
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17394179894179893
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11248801993482843
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.43333333333333335
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.265079365079365
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.2733329512018036
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器Acc为0.55
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器召回率为0.3767857142857143
03/06/2023 14:22:45 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3861774655217278
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器Acc为0.48333333333333334
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器召回率为0.22857142857142856
03/06/2023 14:22:45 [INFO] contrast_experiment: SVM分类器f1_score为0.17873563218390803
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.23333333333333334
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19791666666666666
03/06/2023 14:22:45 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16424501424501425
03/06/2023 14:22:45 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器Acc为0.31666666666666665
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器召回率为0.1732142857142857
03/06/2023 14:22:45 [INFO] contrast_experiment: bpnn分类器f1_score为0.17549128661475716
03/06/2023 14:22:46 [INFO] contrast_experiment: 数据集 趣享GIF众包测试201908试题 结果：
03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.36666666666666664
03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.13333333333333333
03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.45444444444444454
03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均Acc为0.48777777777777787
03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.1988888888888889
03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.26896265186277535
03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均召回率为0.20228594185583437
03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.24220738407160658
03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.2621761220580316
03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均f1_score为0.13969935152346152
03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.16058468880181376
03/06/2023 14:22:46 [INFO] contrast_experiment: k最近邻分类器平均precision为0.2999452995071132
03/06/2023 14:22:46 [INFO] contrast_experiment: SVM分类器平均precision为0.12880417559581792
03/06/2023 14:22:46 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.2566291419224634
03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4022222222222222
03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均召回率为0.22483316256133568
03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.20073138727074857
03/06/2023 14:22:46 [INFO] contrast_experiment: bpnn分类器平均precision为0.20653648867380828
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在加载词表
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.24264705882352938
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22364532019704433
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16911764705882354
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.23529411764705882
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.186046511627907
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.3348214285714286
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.297979797979798
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14814814814814814
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11160714285714285
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08777777777777777
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.4044642857142857
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4052197802197803
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.375
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2318840579710145
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.35833333333333334
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.35715323166303564
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.4301587301587302
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37535612535612534
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.32857142857142857
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2942528735632184
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.48888888888888893
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4796037296037296
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3444444444444445
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2388888888888889
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器召回率为0.26666666666666666
03/06/2023 14:28:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.2676767676767676
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
03/06/2023 14:28:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23737373737373735
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:39 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
03/06/2023 14:28:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
03/06/2023 14:28:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.2130952380952381
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.32307692307692304
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2825757575757576
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18416666666666665
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.2464285714285714
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2673611111111111
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2892857142857143
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20192307692307693
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.25
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.31845238095238093
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3240740740740741
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.6296296296296297
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5148809523809524
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.44334975369458124
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.375
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.32264957264957267
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.33893557422969184
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37789661319073087
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5938375350140056
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.45573122529644267
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.3754985754985755
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.35027195027195024
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.30976430976430974
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23310023310023312
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15656565656565657
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13247863247863245
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.48821548821548816
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.4150702426564496
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.39166666666666666
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3737373737373737
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21666666666666667
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18461538461538463
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器召回率为0.25
03/06/2023 14:28:40 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器Acc为0.6296296296296297
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器召回率为0.41388888888888886
03/06/2023 14:28:40 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37777777777777777
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
03/06/2023 14:28:40 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21944444444444444
03/06/2023 14:28:40 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16346153846153846
03/06/2023 14:28:40 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器召回率为0.3527777777777778
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.3068181818181818
03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器召回率为0.27976190476190477
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28735632183908044
03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.375
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.3115942028985507
03/06/2023 14:28:41 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器召回率为0.42063492063492064
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器f1_score为0.4239316239316239
03/06/2023 14:28:41 [INFO] contrast_experiment: 数据集 航天中认自主可控众包测试练习赛 结果：
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37037037037037035
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.14814814814814814
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4814814814814815
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.3259259259259259
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.3432302791616518
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2936282444860876
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.32622198022722027
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.22914493882484882
03/06/2023 14:28:41 [INFO] contrast_experiment: k最近邻分类器平均precision为0.3800030081144632
03/06/2023 14:28:41 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
03/06/2023 14:28:41 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.26951001297750526
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均Acc为0.5037037037037037
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均召回率为0.324301771213536
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.28167608400584
03/06/2023 14:28:41 [INFO] contrast_experiment: bpnn分类器平均precision为0.28852752527802256
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在加载词表
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.24264705882352938
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22364532019704433
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.19767441860465118
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16911764705882354
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13664596273291926
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.5925925925925926
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.23529411764705882
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.186046511627907
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.3348214285714286
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.297979797979798
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.1794871794871795
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.14814814814814814
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.11160714285714285
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.08777777777777777
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.24107142857142858
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.1984126984126984
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5555555555555556
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.4044642857142857
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4052197802197803
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5555555555555556
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.375
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.3074074074074074
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.319047619047619
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2318840579710145
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.4074074074074074
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.35833333333333334
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.35715323166303564
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.4301587301587302
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37535612535612534
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.23333333333333336
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.32857142857142857
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2942528735632184
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.3952380952380952
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.3695175438596492
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.48888888888888893
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.4796037296037296
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3888888888888889
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.3333333333333333
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2962962962962963
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3444444444444445
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2388888888888889
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器召回率为0.26666666666666666
03/06/2023 14:29:37 [INFO] contrast_experiment: bpnn分类器f1_score为0.2676767676767676
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器召回率为0.25
03/06/2023 14:29:37 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23737373737373735
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器Acc为0.7037037037037037
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:37 [INFO] contrast_experiment: SVM分类器f1_score为0.30930232558139537
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2222222222222222
03/06/2023 14:29:37 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.12545454545454546
03/06/2023 14:29:37 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.21666666666666667
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.2130952380952381
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.4444444444444444
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.32307692307692304
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2825757575757576
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.2222222222222222
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.19615384615384618
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18416666666666665
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.21666666666666667
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.2464285714285714
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.2673611111111111
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5185185185185185
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.25
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.17073170731707316
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2892857142857143
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.20192307692307693
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.25
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.17073170731707316
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.5185185185185185
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.31845238095238093
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3240740740740741
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.24806201550387597
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.6296296296296297
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5148809523809524
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.44334975369458124
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.375
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.32264957264957267
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.33893557422969184
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37789661319073087
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.6666666666666666
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.3531746031746032
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4444444444444444
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.5938375350140056
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.45573122529644267
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.31092436974789917
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.3055555555555556
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.3754985754985755
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.35027195027195024
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.21666666666666667
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.37037037037037035
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.34757834757834755
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.24494949494949494
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.3703703703703704
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.28888888888888886
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.37037037037037035
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.30976430976430974
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23310023310023312
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.4444444444444444
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3703703703703704
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.2648648648648648
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.15656565656565657
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13247863247863245
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.48821548821548816
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.4150702426564496
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.5925925925925926
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.39166666666666666
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.3737373737373737
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.6296296296296297
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.30341880341880345
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3333333333333333
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21666666666666667
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.18461538461538463
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器Acc为0.5555555555555556
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器召回率为0.25
03/06/2023 14:29:38 [INFO] contrast_experiment: bpnn分类器f1_score为0.18292682926829268
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器Acc为0.6296296296296297
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器召回率为0.41388888888888886
03/06/2023 14:29:38 [INFO] contrast_experiment: k最近邻分类器f1_score为0.37777777777777777
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器Acc为0.5925925925925926
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器召回率为0.2777777777777778
03/06/2023 14:29:38 [INFO] contrast_experiment: SVM分类器f1_score为0.23292682926829267
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2222222222222222
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21944444444444444
03/06/2023 14:29:38 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16346153846153846
03/06/2023 14:29:38 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器Acc为0.5185185185185185
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器召回率为0.3527777777777778
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.3068181818181818
03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器Acc为0.4074074074074074
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器召回率为0.27976190476190477
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器f1_score为0.28735632183908044
03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器Acc为0.48148148148148145
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器召回率为0.38095238095238093
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器f1_score为0.293859649122807
03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.4074074074074074
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.375
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.3115942028985507
03/06/2023 14:29:39 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器Acc为0.4444444444444444
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器召回率为0.42063492063492064
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器f1_score为0.4239316239316239
03/06/2023 14:29:39 [INFO] contrast_experiment: 数据集 航天中认自主可控众包测试练习赛 结果：
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.37037037037037035
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器最低准确率为0.4444444444444444
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.14814814814814814
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.4814814814814815
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均Acc为0.5604938271604939
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.3259259259259259
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.3432302791616518
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均召回率为0.32826278659611996
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.2936282444860876
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.32622198022722027
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均f1_score为0.25776435728710057
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.22914493882484882
03/06/2023 14:29:39 [INFO] contrast_experiment: k最近邻分类器平均precision为0.3800030081144632
03/06/2023 14:29:39 [INFO] contrast_experiment: SVM分类器平均precision为0.3040295188350744
03/06/2023 14:29:39 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.26951001297750526
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均Acc为0.5037037037037037
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均召回率为0.324301771213536
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.28167608400584
03/06/2023 14:29:39 [INFO] contrast_experiment: bpnn分类器平均precision为0.28852752527802256
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在加载初始数据
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在加载词表
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.5125
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.24493355481727574
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.23194871794871794
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.525
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.19534883720930232
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.1388429752066116
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.2625
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2950096899224806
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17780444193487668
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.16960825027685492
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.14807924376508447
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.4375
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.18386243386243387
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17770199867386569
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.55
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.16296296296296295
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.11827956989247312
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1125
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17804232804232803
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06868616392425918
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.16666666666666666
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.12
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.2875
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.13193765613120453
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.10568842921784095
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.4
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.17592592592592593
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.11146788990825689
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.225
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20263929618768328
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.13190404366874955
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.4
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.17424242424242423
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.10843214756258236
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.18508771929824563
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1777070564199277
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:30:25 [INFO] contrast_experiment: SVM分类器f1_score为0.13333333333333333
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1625
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.17916666666666664
03/06/2023 14:30:25 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.11107171000788023
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器Acc为0.425
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器召回率为0.1462719298245614
03/06/2023 14:30:25 [INFO] contrast_experiment: bpnn分类器f1_score为0.11467236467236468
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器召回率为0.19206349206349205
03/06/2023 14:30:25 [INFO] contrast_experiment: k最近邻分类器f1_score为0.18651462669486762
03/06/2023 14:30:25 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.525
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.13884297520661154
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.25
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.23666666666666666
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.17898182528825485
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.525
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.2
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.1377049180327869
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.425
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.180718954248366
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1700793106077938
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.1111111111111111
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.225
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.3410130718954248
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1881989002058998
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.4375
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.19027777777777777
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.18345711373234308
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.2008944543828265
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20199186819102666
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5375
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.20534883720930233
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.15789059425423063
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1875
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2402504472271914
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1433149329701054
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.5125
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.15891472868217055
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.11484593837535012
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.18078703703703702
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.16895453833707397
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.5375
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.15925925925925927
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.11653116531165314
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1375
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.22592592592592595
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.0819304152637486
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器Acc为0.525
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器召回率为0.2722222222222222
03/06/2023 14:30:26 [INFO] contrast_experiment: bpnn分类器f1_score为0.2759018759018759
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器Acc为0.475
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器召回率为0.2112085769980507
03/06/2023 14:30:26 [INFO] contrast_experiment: k最近邻分类器f1_score为0.20009946949602123
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器Acc为0.4625
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器召回率为0.16228070175438597
03/06/2023 14:30:26 [INFO] contrast_experiment: SVM分类器f1_score为0.1054131054131054
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.3
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.2807017543859649
03/06/2023 14:30:26 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.16980034022741516
03/06/2023 14:30:26 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.3245614035087719
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.2154589371980676
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.4625
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.22759170653907496
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.22019618869103405
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.475
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.2
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.12991452991452992
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.41130604288499023
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.270380782008689
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.16900584795321638
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12941176470588237
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.15041928721174003
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.13425925925925924
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.6625
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.17393867924528303
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.1519233647657536
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.1268343815513627
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.05424065106268497
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.5625
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.14150943396226415
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12096774193548389
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.375
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.1662971175166297
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.1430976430976431
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.16611234294161123
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.12500000000000003
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1875
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16832963784183297
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.2063492063492063
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器Acc为0.3875
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器召回率为0.14061345158906133
03/06/2023 14:30:27 [INFO] contrast_experiment: bpnn分类器f1_score为0.12703243616287094
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器Acc为0.5
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器召回率为0.20290697674418604
03/06/2023 14:30:27 [INFO] contrast_experiment: k最近邻分类器f1_score为0.19904761904761906
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器Acc为0.5375
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器召回率为0.16666666666666666
03/06/2023 14:30:27 [INFO] contrast_experiment: SVM分类器f1_score为0.1165311653116531
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.15
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.21429263565891474
03/06/2023 14:30:27 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.10391304347826087
03/06/2023 14:30:27 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.425
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.19654392764857878
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.16034916737963273
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器Acc为0.45
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器召回率为0.1700814536340852
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器f1_score为0.14986094152760818
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器Acc为0.5
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器召回率为0.17440476190476192
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器f1_score为0.13239171374764594
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.1375
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.16644736842105265
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.06501689524945338
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.5
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.16666666666666666
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.11299435028248588
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练k最近邻分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器Acc为0.4
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器召回率为0.18693693693693691
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器f1_score为0.17950312741584087
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练SVM分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器Acc为0.45
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器召回率为0.1945945945945946
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器f1_score为0.12631578947368421
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练朴素贝叶斯分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器Acc为0.35
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器召回率为0.20495495495495497
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器f1_score为0.1112669471715755
03/06/2023 14:30:28 [INFO] contrast_experiment: 正在训练bpnn分类器
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器Acc为0.4625
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器召回率为0.23547297297297298
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器f1_score为0.18736842105263157
03/06/2023 14:30:28 [INFO] contrast_experiment: 数据集 决赛自主可控众测web自主可控运维管理系统 结果：
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器最低准确率为0.2875
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器最低准确率为0.4
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器最低准确率为0.1
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均Acc为0.44833333333333336
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均Acc为0.5108333333333334
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均Acc为0.19583333333333336
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均召回率为0.18771515716143897
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均召回率为0.18023401575604817
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均召回率为0.231438724548896
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均f1_score为0.17644338630840933
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均f1_score为0.1275859521900436
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均f1_score为0.13752401992073732
03/06/2023 14:30:28 [INFO] contrast_experiment: k最近邻分类器平均precision为0.18289822765834388
03/06/2023 14:30:28 [INFO] contrast_experiment: SVM分类器平均precision为0.1395543943620226
03/06/2023 14:30:28 [INFO] contrast_experiment: 朴素贝叶斯分类器平均precision为0.19681690158333273
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均Acc为0.4716666666666667
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均召回率为0.1901718469329473
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均f1_score为0.15044509471729617
03/06/2023 14:30:28 [INFO] contrast_experiment: bpnn分类器平均precision为0.16222128975496158