GAUSS-SEIDEL METHOD FOR LEAST-DISTANCE PROBLEMS

被引:17
作者
LI, W
PARDALOS, PM
HAN, CG
机构
[1] UNIV FLORIDA,DEPT IND & SYST ENGN,GAINESVILLE,FL 32611
[2] PENN STATE UNIV,DEPT COMP SCI,UNIV PK,PA 16802
关键词
LEAST-DISTANCE PROBLEMS; LINEAR GAUSS-SEIDEL METHOD; PIECEWISE LINEAR EQUATIONS; UNCONSTRAINED CONVEX MINIMIZATION PROBLEMS; LINEAR CONVERGENCE;
D O I
10.1007/BF00940488
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
In this paper, we reformulate the least-distance problems with bounded inequality constraints as an unconstrained convex minimization problem, which is equivalent to a system of piecewise linear equations A(a + A(T)y)c(d)) = b. The proposed Gauss-Seidel method for solving the problems is easy to implement and behaves very well when the number of rows of A is much less than the number of columns of A. Moreover, we prove that the Gauss-Seidel method has a linear convergence rate.
引用
收藏
页码:487 / 500
页数:14
相关论文
共 20 条
[1]   CONSTRAINED BEST APPROXIMATION IN HILBERT-SPACE [J].
CHUI, CK ;
DEUTSCH, F ;
WARD, JD .
CONSTRUCTIVE APPROXIMATION, 1990, 6 (01) :35-64
[2]   THE SMALLEST POINT OF A POLYTOPE [J].
DAX, A .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1990, 64 (02) :429-432
[3]  
DESSAULT J, 1986, MATH PRAGRAMMING, V36, P9
[4]  
LI W, 1993, IN PRESS SIAM J OPTI, V3
[5]   ITERATIVE METHODS FOR LARGE CONVEX QUADRATIC PROGRAMS - A SURVEY [J].
LIN, YY ;
PANG, JS .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1987, 25 (02) :383-411
[6]  
LOTSTEDT P, 1984, BIT, V24, P206
[7]   ON THE CONVERGENCE OF THE COORDINATE DESCENT METHOD FOR CONVEX DIFFERENTIABLE MINIMIZATION [J].
LUO, ZQ ;
TSENG, P .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1992, 72 (01) :7-35
[8]  
LUO ZQ, 1992, IN PRESS OPERATIONS, V11
[9]   CONVERGENCE OF ITERATES OF AN INEXACT MATRIX SPLITTING ALGORITHM FOR THE SYMMETRIC MONOTONE LINEAR COMPLEMENTARITY PROBLEM [J].
Mangasarian, O. L. .
SIAM JOURNAL ON OPTIMIZATION, 1991, 1 (01) :114-122
[10]  
MANGASARIAN OL, 1992, LINEAR ALGEBRA ITS A, V172, P153