4.6 Article

An implementation of Shor's r-algorithm

Journal

COMPUTATIONAL OPTIMIZATION AND APPLICATIONS
Volume 15, Issue 2, Pages 193-205

Publisher

KLUWER ACADEMIC PUBL
DOI: 10.1023/A:1008739111712

Keywords

nonsmooth; nondifferential optimization; nonlinear programming

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Here we introduce a new implementation of well-known Shor's r-algorithm with space dilations along the difference of two successive (sub)gradients for minimization of a nonlinear (non-smooth) function (N.Z. Shor, Minimization methods for Non-Differentiable Functions, Springer-Verlag: Berlin, 1985. Springer Series in Computational Mathematics, vol. 3). The modifications made to Shor's algorithm are heuristic. They mostly concern the termination criteria and the line search strategy. A large number of test runs indicate that this implementation is very robust, efficient and accurate. We hope that this implementation of Shor's r-algorithm will prove to be useful for solving a wide class of non-smooth optimization problems.

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