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A Unified Approach to Interior Point Algorithms for Linear Complementarity Problems / by Masakazu Kojima, Nimrod Megiddo, Toshihito Noma, Akiko Yoshise
(Lecture Notes in Computer Science. ISSN:16113349 ; 538)

1st ed. 1991.
出版者 (Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer)
出版年 1991
本文言語 英語
大きさ VIII, 112 p : online resource
著者標目 *Kojima, Masakazu author
Megiddo, Nimrod author
Noma, Toshihito author
Yoshise, Akiko author
SpringerLink (Online service)
件 名 LCSH:Mathematics
LCSH:Numerical analysis
LCSH:System theory
LCSH:Control theory
LCSH:Mathematical optimization
LCSH:Calculus of variations
FREE:Applications of Mathematics
FREE:Numerical Analysis
FREE:Systems Theory, Control
FREE:Calculus of Variations and Optimization
一般注記 Summary -- The class of linear complementarity problems with P 0-matrices -- Basic analysis of the UIP method -- Initial points and stopping criteria -- A class of potential reduction algorithms -- Proofs of convergence theorems
Following Karmarkar's 1984 linear programming algorithm, numerous interior-point algorithms have been proposed for various mathematical programming problems such as linear programming, convex quadratic programming and convex programming in general. This monograph presents a study of interior-point algorithms for the linear complementarity problem (LCP) which is known as a mathematical model for primal-dual pairs of linear programs and convex quadratic programs. A large family of potential reduction algorithms is presented in a unified way for the class of LCPs where the underlying matrix has nonnegative principal minors (P0-matrix). This class includes various important subclasses such as positive semi-definite matrices, P-matrices, P*-matrices introduced in this monograph, and column sufficient matrices. The family contains not only the usual potential reduction algorithms but also path following algorithms and a damped Newton method for the LCP. The main topics are global convergence, global linear convergence, and the polynomial-time convergence of potential reduction algorithms included in the family
HTTP:URL=https://doi.org/10.1007/3-540-54509-3
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Springer eBooks 9783540384267
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データ種別 電子ブック
分 類 LCC:T57-57.97
DC23:519
書誌ID 4001090014
ISBN 9783540384267

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