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Více informací o knize Experimental Methods for the Analysis of Optimization Algorithms

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Anotace knihy

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.

Parametry knihy

Zařazení knihy Knihy v angličtině Mathematics & science Mathematics Optimization

• Plný název: Experimental Methods for the Analysis of Optimization Algorithms
• Autor: Thomas Bartz-Beielstein, Marco Chiarandini, Luís Paquete, Mike Preuß
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 457
• EAN: 9783642025372
• ISBN: 3642025374
• ID: 01649990
• Nakladatelství: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
• Hmotnost: 836 g
• Rozměry: 179 × 241 × 25 mm
• Datum vydání: 03. November 2010

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