Experimental research in evolutionary computation : the new experimentalism
Author(s)
Bibliographic Information
Experimental research in evolutionary computation : the new experimentalism
(Natural computing series)
Springer, c2006
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Note
"with 66 figures and 36 tables"
Includes bibliographical references (p. [185]-202) and index
Description and Table of Contents
Description
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.
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.
by "Nielsen BookData"