Algorithm::Munkres - Perl extension for Munkres' solution to classical Assignment problem for square and rectangular matrices This module extends the solution of Assignment problem for square matrices to rectangular matrices by padding zeros. Thus a rectangular matrix is converted to square matrix by padding necessary zeros.
@mat = ( [2, 4, 7, 9], [3, 9, 5, 1], [8, 2, 9, 7], );
Then the @out_mat array will have the output as: (0,3,1,2), where 0th element indicates that 0th row is assigned 0th column i.e value=2 1st element indicates that 1st row is assigned 3rd column i.e.value=1 2nd element indicates that 2nd row is assigned 1st column.i.e.value=2 3rd element indicates that 3rd row is assigned 2nd column.i.e.value=0
Assignment Problem: Given N jobs, N workers and the time taken by each worker to complete a job then how should the assignment of a Worker to a Job be done, so as to minimize the time taken. Thus if we have 3 jobs p,q,r and 3 workers x,y,z such that: x y z p 2 4 7 q 3 9 5 r 8 2 9 where the cell values of the above matrix give the time required for the worker(given by column name) to complete the job(given by the row name) then possible solutions are: Total 1. 2, 9, 9 20 2. 2, 2, 5 9 3. 3, 4, 9 16 4. 3, 2, 7 12 5. 8, 9, 7 24 6. 8, 4, 5 17 Thus (2) is the optimal solution for the above problem. This kind of brute-force approach of solving Assignment problem quickly becomes slow and bulky as N grows, because the number of possible solution are N! and thus the task is to evaluate each and then find the optimal solution.(If N=10, number of possible solutions: 3628800 !) Munkres' gives us a solution to this problem, which is implemented in this module. This module also solves Assignment problem for rectangular matrices (M x N) by converting them to square matrices by padding zeros. ex: If input matrix is: [2, 4, 7, 9], [3, 9, 5, 1], [8, 2, 9, 7] i.e 3 x 4 then we will convert it to 4 x 4 and the modified input matrix will be: [2, 4, 7, 9], [3, 9, 5, 1], [8, 2, 9, 7], [0, 0, 0, 0]
"assign" function by default.
The input matrix should be in a two dimensional array(array of array) and the 'assign' subroutine expects a reference to this array and not the complete array. eg:assign(\@inp_mat, \@out_mat); The second argument to the assign subroutine is the reference to the output array.
The assign subroutine expects references to two arrays as its input paramenters. The second parameter is the reference to the output array. This array is populated by assign subroutine. This array is single dimensional Nx1 matrix. For above example the output array returned will be: (0, 2, 1) where 0th element indicates that 0th row is assigned 0th column i.e value=2 1st element indicates that 1st row is assigned 2nd column i.e.value=5 2nd element indicates that 2nd row is assigned 1st column.i.e.value=2
1. http://126.96.36.199/bob.pilgrim/445/munkres.html 2. Munkres, J. Algorithms for the assignment and transportation Problems. J. Siam 5 (Mar. 1957), 32-38 3. François Bourgeois and Jean-Claude Lassalle. 1971. An extension of the Munkres algorithm for the assignment problem to rectangular matrices. Communication ACM, 14(12):802-804
Anagha Kulkarni, University of Minnesota Duluth kulka020 <at> d.umn.edu Ted Pedersen, University of Minnesota Duluth tpederse <at> d.umn.edu
Copyright (C) 2007-2008, Ted Pedersen and Anagha Kulkarni
This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
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