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Cybernetics
Article . 1987 . Peer-reviewed
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The use of classification theory for automated selection of algorithms in program packages

Authors: Zhuravlev, Yu. I.; Sergienko, I. V.; Artemenko, V. I.; Chernyakova, A. M.;

The use of classification theory for automated selection of algorithms in program packages

Abstract

A modern program package for optimization methods generally uses schemes which, depending on certain parameters, are capable of generating a whole family of algorithms for the solution of a particular class of optimization problems. Given a problem in the package's subject area to solve, the task of selecting the best algorithm for the problem is quite complex. The authors attempt to develop an algorithm for the automated choice of the best algorithm in a program package for integer linear programming problems. They consider the algorithm selection problem in the following form: Let \(M=\{M_ 1,...,M_ l\}\) be a set of algorithms capable of solving the integer linear programming problems \(z_ 1,...,z_ q\), the descriptions and the optimal solutions of these problem being known. Let z be a new submitted problem whose description is known. Then select an algorithm from the set M which is the best by some given criterion for the solution of the problem z. The apparatus of classification theory [the first author and \textit{V. V. Nikiforov}, ibid. 3, 1-11 (1971; Zbl 0259.68042)] is used to develop the algorithm. No computational results are given.

Keywords

Numerical mathematical programming methods, program package, Integer programming, classification theory, integer linear programming problems, Computer aspects of numerical algorithms, automated choice of the best algorithm

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
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