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Experimental Methods for the Analysis of Optimization Algorithms by Thomas Bartz-Beielstein, Luis Paquete, Marco Chiarandini, Mike Preuss (Paperback, 2014)

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Product Information

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 and tuning algorithms on a specific class of instances with the goal of using the least amount of experimentation. The contributor list includes leading scientists in algorithm design, statistical design, optimization and heuristics, and most chapters provide theoretical background and are enriched with case studies. This book is written for researchers and practitioners in operations research and computer science who wish to improve the experimental assessment of optimization algorithms and, consequently, their design.

Product Identifiers

Publisher
Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
ISBN-13
9783642445903
eBay Product ID (ePID)
208964760

Product Key Features

Subject Area
Data Analysis
Author
Thomas Bartz-Beielstein, Luis Paquete, Marco Chiarandini, Mike Preuss
Publication Name
Experimental Methods for the Analysis of Optimization Algorithms
Format
Paperback
Language
English
Subject
Computer Science, Mathematics, Management
Publication Year
2014
Type
Textbook
Number of Pages
457 Pages

Dimensions

Item Height
235mm
Item Width
155mm
Item Weight
730g

Additional Product Features

Editor
Marco Chiarandini, Mike Preuss, Luis Paquete, Thomas Bartz-Beielstein
Country/Region of Manufacture
Germany

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Experimental Methods for the Analysis of Optimization Algorithms by Thomas Bartz-Beielstein, Luis Paquete, Marco Chiarandini, Mike Preuss (Paperback, 2014)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

Best Selling in Adult Learning & University

Eduqas GCSE (9-1) Religious Studies Route B: Catholic Christianity and Judaism by Deirdre Cleary, Andrew Barron, Joy White, Patrick Harrison (Paperback, 2017)

Polyvagal Exercises for Safety and Connection: 50 Client-Centered Practices by Deb Dana (Paperback, 2020)

Save on Adult Learning & University

Netter Atlas of Human Anatomy: Classic Regional Approach

Michael Nehls The Indoctrinated Brain (Hardback) (US IMPORT)

Bill Perkins Die With Zero (Paperback)

Havard's Nursing Guide to Drugs

The Fourth Turning By Neil Howe, William Strauss

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