README.md 1.6 KB
Visualisation of Assignment Problem using networkx library
INPUT
Input is taken from the file
input.txt
Sample input
4
9 2 7 8
6 4 3 7
5 8 1 8
7 6 9 4
First line contains n, the number of people which is the same as the number of jobs. Followed by n*n weighted profit matrix.
Draw Graph
A bipartite graph is to be drawn. Person and Job - are the 2 sets of nodes. Since, person is connected to every possible job and a job has connection from every person.
Assignment Problem
Assignment Problem is a combinatorial optimization problem. It consists of finding a maximum weight matching (or minimum weight perfect matching) in a weighted bipartite graph.
Here, we have n people and n jobs that need to be done. Given profit matrix, we need to assign exactly one person to each job and exactly one job to each person in such a way that the total profit of the assignment in maximized. (It is a linear assignment problem, since number of people and jobs are equal.)
Hungarian algorithm is one of the most effient methods that solves the linear assignment problem in polynomial time(with a time complexity of O(n^3)).
The code here,is an implementation of Hungarian algorithm. The resultant graph for the sample input with maximum weight matching (denoted by red edges):
Complexity
Time: O(n^3)
n - number of people( = number of jobs)