Minimum sum coloring for large graphs with extraction and backward expansion search

被引:9
|
作者
Wu, Qinghua [1 ]
Zhou, Qing [1 ]
Jin, Yan [2 ]
Hao, Jin-Kao [3 ,4 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Management, 1037 Luoyu Rd, Wuhan, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Comp Sci, 1037 Luoyu Rd, Wuhan, Hubei, Peoples R China
[3] Univ Angers, LERIA, 2 Blvd Lavoisier, F-49045 Angers, France
[4] Inst Univ France, 1 Rue Descartes, F-75231 Paris, France
基金
中国国家自然科学基金;
关键词
Coloring problems; Hybrid search; Independent set; Problem reductiona; SET; OPTIMIZATION; ALGORITHMS;
D O I
10.1016/j.asoc.2017.09.043
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Minimum Sum Coloring Problem (MSCP) is a relevant model tightly related to the classical vertex coloring problem (VCP). MSCP is known to be NP-hard, thus solving the problem for large graphs is particular challenging. Based on the general "reduce-and-solve" principle and inspired by the work for the VCP, we present an extraction and backward expansion search approach (EBES) to compute the upper and lower bounds for the MSCP on large graphs. The extraction phase reduces the given graph by extracting large collections of pairwise disjoint large independent sets (or color classes). The backward extension phase adds the extracted independent sets to recover the intermediate graphs while optimizing the sum coloring of each intermediate graph. We assess the proposed approach on a set of 35 large benchmark graphs with 450-4000 vertices from the DIMACS and COLOR graph coloring competitions. Computationalresults show that EBES is able to find improved upper bounds for 19 graphs and improved lower bounds for 12 graphs. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:1056 / 1065
页数:10
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