Code: 01649990

Experimental Methods for the Analysis of Optimization Algorithms

Name: Experimental Methods for the Analysis of Optimization Algorithms
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 01649990
Price: 167.91 EUR
Availability: InStock

by Thomas Bartz-Beielstein, Marco Chiarandini, Luís Paquete, Mike Preuß

Language: English
Binding: Hardback
Number of pages: 457
Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, 2010
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Book synopsis

In operations research and computer science it is common practice to evaluate the performance of optimization algorithms on the basis of computational results, and the experimental approach should follow accepted principles that guarantee the reliability and reproducibility of results. However, computational experiments differ from those in other sciences, and the last decade has seen considerable methodological research devoted to understanding the particular features of such experiments and assessing the related statistical methods. §§This book consists of methodological contributions on different scenarios of experimental analysis. The first part overviews the main issues in the experimental analysis of algorithms, and discusses the experimental cycle of algorithm development; the second part treats the characterization by means of statistical distributions of algorithm performance in terms of solution quality, runtime and other measures; and the third part collects advanced methods from experimental design for configuring algorithms on a specific class of instances with the goal of using the least amount of experimentation. The contributors include leading scientists in algorithm design, statistical design, optimization and heuristics, and every chapter is enriched with case studies.

Book details

Book category Books in English Mathematics & science Mathematics Optimization

167.91 €

Full title: Experimental Methods for the Analysis of Optimization Algorithms
Author: Thomas Bartz-Beielstein, Marco Chiarandini, Luís Paquete, Mike Preuß
Language: English
Binding: Hardback
Number of pages: 457
EAN: 9783642025372
ISBN: 3642025374
ID: 01649990
Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Weight: 836 g
Dimensions: 179 × 241 × 25 mm
Date of publishing: 03. November 2010