Local convergence of predictor-corrector infeasible-interior-point algorithms for SDPs and SDLCPs

被引:90
作者
Kojima, M
Shida, M
Shindoh, S
机构
[1] Tokyo Inst Technol, Dept Math & Comp Sci, Meguro Ku, Tokyo 152, Japan
[2] Kanagawa Univ, Dept Math, Kanagawa Ku, Yokohama, Kanagawa 221, Japan
[3] Natl Def Acad, Dept Math & Phys, Yokosuka, Kanagawa 239, Japan
关键词
semidefinite programming; infeasible-interior-point method; predictor-corrector-method; superlinear convergence; primal-dual nondegeneracy;
D O I
10.1007/BF01581723
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
An example of an SDP (semidefinite program) exhibits a substantial difficulty in proving the superlinear convergence of a direct extension of the Mizuno-Todd-Ye type predictor-corrector primal-dual interior-point method for LPs (linear programs) to SDPs, and suggests that we need to force the generated sequence to converge to a solution tangentially to the central path (or trajectory). A Mizuno-Todd-Ye type predictor-corrector infeasible-interior-point algorithm incorporating this additional restriction for monotone SDLCPs (semidefinite linear complementarity problems) enjoys superlinear convergence under strict complementarity and nondegeneracy conditions. (C) 1998 The Mathematical Programming Society, Inc. Published by Elsevier Science B.V.
引用
收藏
页码:129 / 160
页数:32
相关论文
共 35 条
[1]   INTERIOR-POINT METHODS IN SEMIDEFINITE PROGRAMMING WITH APPLICATIONS TO COMBINATORIAL OPTIMIZATION [J].
ALIZADEH, F .
SIAM JOURNAL ON OPTIMIZATION, 1995, 5 (01) :13-51
[2]  
ALIZADEH F, 1994, PRIMAL DUAL INTERIOR
[3]  
ALIZADEH F, 1995, COMPLEMENTARITY NOND
[4]  
ALIZADEH F, IN PRESS SIAM J OPTI
[5]  
FREUND R, 1994, 30294 OR
[6]  
FUJISAWA K, 1996, B308 TOK I TECHN DEP
[7]  
HAERBERLY JPA, 1996, COMMUNICATION FEB
[8]   An interior-point method for semidefinite programming [J].
Helmberg, C ;
Rendl, F ;
Vanderbei, RJ ;
Wolkowicz, H .
SIAM JOURNAL ON OPTIMIZATION, 1996, 6 (02) :342-361
[9]   AN INTERIOR-POINT METHOD FOR MINIMIZING THE MAXIMUM EIGENVALUE OF A LINEAR COMBINATION OF MATRICES [J].
JARRE, F .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1993, 31 (05) :1360-1377
[10]   AN O(SQUARE-ROOT-N L) ITERATION POTENTIAL REDUCTION ALGORITHM FOR LINEAR COMPLEMENTARITY-PROBLEMS [J].
KOJIMA, M ;
MIZUNO, S ;
YOSHISE, A .
MATHEMATICAL PROGRAMMING, 1991, 50 (03) :331-342