I . I . Dikin ' s Convergence Result for the Affine - Scaling Algorithm
نویسندگان
چکیده
The affine-scaling algorithm is an analogue of Karmarkar's linear programming algorithm that uses affine transformations instead of projective transformations. Although this variant lacks some of the nice properties of Karmarkar's algorithm (for example, it is probably not a polynomial-time algorithm). it nevertheless performs well in computer implementations. It has recently come to the attention of the western mathematical programming community that a Soviet mathematician, I. I. Dikin, proposed the basic affine~scaling algorithm in 1967 and published a proof of convergence in 1974. Dikin's convergence proof assumes only primal nondegeneracy, while all other known proofs require both primal and dual nondegeneracy. Our aim in this paper is to give a clear presentation of Dikin's ideas.
منابع مشابه
On the convergence of the affine-scaling algorithm
The affine-scaling algorithm, first proposed by Dikin, is presently enjoying great popularity as a potentially effective means of solving linear programs. An outstanding question about this algorithm is its convergence in the presence of degeneracy (which is important since 'practical" problems tend to be degenerate). In this paper, we give new convergence results for this algorithm that do not...
متن کاملImproved complexity using higher-order correctors for primal-dual Dikin affine scaling
A selection of these reports is available in PostScript form at the Faculty's anonymous ftp-No part of this Journal may be reproduced in any form, by print, photoprint, microolm or any other means without written permission from Abstract In this paper we show that the primal{dual Dikin aane scaling algorithm for linear programming of Jansen, Roos and Terlaky enhances an asymptotical O(p nL) com...
متن کاملGlobal Convergence of a Long-Step Affine Scaling Algorithm for Degenerate Linear Programming Problems
In this paper we present new global convergence results on a long-step affine scaling algorithm obtained by means of the local Karmarkar potential functions. This development was triggered by Dikin’s interesting result on the convergence of the dual estimates associated with a longstep affine scaling algorithm for homogeneous LP problems with unique optimal solutions. Without requiring any assu...
متن کاملOn affine scaling and semi-infinite programming
In this note we are concerned with the generalization given by Ferris and Philpott [3] of the affine scaling algorithm discovered by Dikin [2] to solve semi-infinite linear programming problems, in which the number of variables is finite, but the number of constraints is not. In [3] a discrepancy is pointed out between the classical algorithm and its generalization. The purpose of this note is ...
متن کاملA simplified global convergence proof of the affine scaling algorithm*
This paper presents a simplified and self-contained global convergence proof for the affine scaling algorithm applied to degenerate linear programming problems. Convergence of the sequence of dual estimates to the center of the optimal diial face is also proven. In addition, we give a sharp rate of convergence result for the sequence of objective function values. All these results are proved wi...
متن کامل