A generalized Newton method for absolute value equations

被引:287
作者
Mangasarian, O. 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
美国国家科学基金会;
关键词
Absolute value equation; Generalized Newton; Linear complementarity problems;
D O I
10.1007/s11590-008-0094-5
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
A direct generalized Newton method is proposed for solving the NP-hard absolute value equation (AVE) Ax -vertical bar x vertical bar = b when the singular values of A exceed 1. A simple MATLAB implementation of the method solved 100 randomly generated 1,000-dimensional AVEs to an accuracy of 10(-6) in less than 10 s each. Similarly, AVEs corresponding to 100 randomly generated linear complementarity problems with 1,000 x 1,000 nonsymmetric positive definite matrices were also solved to the same accuracy in less than 29 s each.
引用
收藏
页码:101 / 108
页数:8
相关论文
共 11 条
[1]  
Bertsekas Dimitri P, 1997, Journal of the Operational Research Society, V48, P334, DOI [10.1057/palgrave.jors.2600425, 10.1057/palgrave.jors.2600425.18, DOI 10.1057/PALGRAVE.JORS.2600425.18]
[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]   Absolute value programming [J].
Mangasarian, O. L. .
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2007, 36 (01) :43-53
[6]   Absolute value equations [J].
Mangasarian, O. L. ;
Meyer, R. R. .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2006, 419 (2-3) :359-367
[7]   Absolute value equation solution via concave minimization [J].
Mangasarian, O. L. .
OPTIMIZATION LETTERS, 2007, 1 (01) :3-8
[8]  
Ortega JM., 1970, Iterative Solution of Nonlinear Equations in Several Variables
[9]  
Polyak BT, 1987, INTRO OPTIMIZATION
[10]  
ROCKAFELLAR RT, 1971, P 4 C PROB BRAS