Titolo: Experimental Research In Evolutionary Computation: The New Experimentalism
Editore: Springer
Data di pubblicazione: 2006
Lingua: Inglese
ISBN 10: 3540320261
ISBN 13: 9783540320265
Rilegatura: Rilegato
Condizione: New

Descrizione articolo

Riassunto

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.

Contenuti

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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