A new trust region technique for the maximum weight clique problem

被引:71
作者
Busygin, Stanislav [1 ]
机构
[1] Univ Florida, Dept Ind & Syst Engn, Gainesville, FL 32611 USA
关键词
maximum weight cliquel; Motzkin-Straus theorem; quadratic programming; heuristic; trust region;
D O I
10.1016/j.dam.2005.04.010
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A new simple generalization of the Motzkin-Straus theorem for the maximum weight clique problem is formulated and directly proved. Within this framework a trust region heuristic is developed. In contrast to usual trust region methods, it regards not only the global optimum of a quadratic objective over a sphere, but also a set of other stationary points of the program. We formulate and prove a condition when a Motzkin-Straus optimum coincides with such a point. The developed method has complexity O(n(3)), where n is the number of vertices of the graph. It was implemented in a publicly available software package QUALEX-MS. Computational experiments indicate that the algorithm is exact on small graphs and very efficient on the DIMACS benchmark graphs and various random maximum weight clique problem instances. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:2080 / 2096
页数:17
相关论文
共 21 条
[1]   Finding independent sets in a graph using continuous multivariable polynomial formulations [J].
Abello, J ;
Butenko, S ;
Pardalos, PM ;
Resende, MGC .
JOURNAL OF GLOBAL OPTIMIZATION, 2001, 21 (02) :111-137
[2]  
[Anonymous], 1999, HDB COMBINATORIAL OP
[3]  
Brent R. P., 1973, ALGORITHMS MINIMIZAT
[4]  
Brockington M., 1996, DIMACS SERIES DISCRE, V26, P75, DOI DOI 10.1090/DIMACS/026/05
[5]   Maximum stable set formulations and heuristics based on continuous optimization [J].
Burer, S ;
Monteiro, RDC ;
Zhang, Y .
MATHEMATICAL PROGRAMMING, 2002, 94 (01) :137-166
[6]   A heuristic for the maximum independent set problem based on optimization of a quadratic over a sphere [J].
Busygin, S ;
Butenko, S ;
Pardalos, PM .
JOURNAL OF COMBINATORIAL OPTIMIZATION, 2002, 6 (03) :287-297
[7]  
DHILLON IS, 1997, UCBCSD97971 COMP SCI
[8]   ON STATIONARY VALUES OF A 2ND-DEGREE POLYNOMIAL ON UNIT SPHERE [J].
FORSYTHE, GE ;
GOLUB, GH .
JOURNAL OF THE SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS, 1965, 13 (04) :1050-&
[9]  
GAREY M, 1979, COMPUTESR INTRACTA B
[10]   Continuous characterizations of the maximum clique problem [J].
Gibbons, LE ;
Hearn, DW ;
Pardalos, PM ;
Ramana, MV .
MATHEMATICS OF OPERATIONS RESEARCH, 1997, 22 (03) :754-768