Absolute Value Equation Solution Via Linear Programming

被引:29
作者
Mangasarian, Olvi L. [1 ,2 ]
机构
[1] Univ Wisconsin, Dept Comp Sci, Madison, WI 53706 USA
[2] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA
基金
英国科研创新办公室;
关键词
Absolute value equation; Complementarity; Linear programming; COMPLEMENTARITY; THEOREM;
D O I
10.1007/s10957-013-0461-y
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
By utilizing a dual complementarity property, we propose a new linear programming method for solving the NP-hard absolute value equation (AVE): Ax-|x|=b, where A is an nxn square matrix. The algorithm makes no assumptions on the AVE other than solvability and consists of solving a few linear programs, typically less than four. The algorithm was tested on 500 consecutively generated random solvable instances of the AVE with n=10, 50, 100, 500 and 1000. The algorithm solved 100 % of the test problems to an accuracy of 10(-8) by solving an average of 3.3 linear programs per AVE problem.
引用
收藏
页码:870 / 876
页数:7
相关论文
共 20 条
[1]  
[Anonymous], MATLAB US GUID
[2]   NP-COMPLETENESS OF THE LINEAR COMPLEMENTARITY-PROBLEM [J].
CHUNG, SJ .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1989, 60 (03) :393-399
[3]  
Cottle R.W., 1992, The Linear Complementarity Problem
[4]  
Cottle Richard W., 1968, Linear Algebra and its Applications, V1, P103, DOI [DOI 10.1016/0024-3795(68)90052-9, 10.1016/0024-3795(68)90052-9]
[5]   A note on absolute value equations [J].
Hu, Sheng-Long ;
Huang, Zheng-Hai .
OPTIMIZATION LETTERS, 2010, 4 (03) :417-424
[6]  
ILOG, 2003, ILOG CPLEX 9 0 US MA
[7]   Absolute value programming [J].
Mangasarian, O. L. .
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2007, 36 (01) :43-53
[8]   Absolute value equations [J].
Mangasarian, O. L. ;
Meyer, R. R. .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2006, 419 (2-3) :359-367
[9]   A generalized Newton method for absolute value equations [J].
Mangasarian, O. L. .
OPTIMIZATION LETTERS, 2009, 3 (01) :101-108
[10]   Absolute value equation solution via concave minimization [J].
Mangasarian, O. L. .
OPTIMIZATION LETTERS, 2007, 1 (01) :3-8