Experimental Research in Evolutionary Computation: The New Experimentalism / Edition 1

Experimental Research in Evolutionary Computation: The New Experimentalism / Edition 1

by Thomas Bartz-Beielstein
     
 

ISBN-10: 3642068731

ISBN-13: 9783642068737

Pub. Date: 11/24/2010

Publisher: Springer Berlin Heidelberg

This book introduces the new experimentalism in evolutionary computation, providing tools to understand algorithms and programs and their interaction with optimization problems. It develops and applies statistical techniques to analyze and compare modern search heuristics such as evolutionary algorithms and particle swarm optimization. The book bridges the gap

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Overview

This book introduces the new experimentalism in evolutionary computation, providing tools to understand algorithms and programs and their interaction with optimization problems. It develops and applies statistical techniques to analyze and compare modern search heuristics such as evolutionary algorithms and particle swarm optimization. The book bridges the gap between theory and experiment by providing a self-contained experimental methodology and many examples.

Product Details

ISBN-13:
9783642068737
Publisher:
Springer Berlin Heidelberg
Publication date:
11/24/2010
Series:
Natural Computing Series
Edition description:
Softcover reprint of hardcover 1st ed. 2006
Pages:
215
Product dimensions:
0.49(w) x 6.14(h) x 9.21(d)

Table of Contents

Basics.- Research in Evolutionary Computation.- The New Experimentalism.- Statistics for Computer Experiments.- Optimization Problems.- Designs for Computer Experiments.- Search Algorithms.- Results and Perspectives.- Comparison.- Understanding Performance.- Summary and Outlook.

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