Further notes on Birkhoff-von Neumann decomposition of doubly stochastic matrices

被引:9
作者
Dufosse, Fanny [1 ]
Kaya, Kamer [2 ]
Panagiotas, Ioannis [3 ]
Ucar, Bora [4 ]
机构
[1] Univ Grenoble Alpes, Inria, CNRS, Grenoble INP,LIG, F-38000 Grenoble, France
[2] Sabanci Univ, Fac Engn & Nat Sci, Istanbul, Turkey
[3] ENS Lyon, Lyon, France
[4] Univ Claude Bernard Lyon 1, LIP, Univ Lyon, CNRS,ENS Lyon,Inria,UMR 5668, F-69007 Lyon, France
关键词
Doubly stochastic matrix; Birkhoff-von Neumann decomposition;
D O I
10.1016/j.laa.2018.05.017
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The well-known Birkhoff-von Neumann (BvN) decomposition expresses a doubly stochastic matrix as a convex combination of a number of permutation matrices. For a given doubly stochastic matrix, there are many BvN decompositions, and finding the one with the minimum number of permutation matrices is NP-hard. There are heuristics to obtain BvN decompositions for a given doubly stochastic matrix. A family of heuristics is based on the original proof of Birkhoff and proceeds step by step by subtracting a scalar multiple of a permutation matrix at each step from the current matrix, starting from the given matrix. At every step, the subtracted matrix contains nonzeros at the positions of some nonzero entries of the current matrix and annihilates at least one entry, while keeping the current matrix nonnegative. Our first result, which supports a claim of Brualdi (1982) [3], shows that this family of heuristics can miss optimal decompositions. We also investigate the performance of two heuristics from this family theoretically. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:68 / 78
页数:11
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