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A Unified Approach to Interior Point Algorithms for Linear Complementarity Problems

Medium: Buch
ISBN: 978-3-540-54509-5
Verlag: Springer
Erscheinungstermin: 25.09.1991
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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.


Produkteigenschaften


  • Artikelnummer: 9783540545095
  • Medium: Buch
  • ISBN: 978-3-540-54509-5
  • Verlag: Springer
  • Erscheinungstermin: 25.09.1991
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 1991
  • Serie: Lecture Notes in Computer Science
  • Produktform: Kartoniert, Paperback
  • Gewicht: 195 g
  • Seiten: 112
  • Format (B x H x T): 155 x 235 x 7 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

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.