Evolutionary computation : toward a new philosophy of machine intelligence
著者
書誌事項
Evolutionary computation : toward a new philosophy of machine intelligence
IEEE Press, c2000
2nd ed
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注記
"IEEE Neural Networks Council, sponsor"
Includes bibliographical references and index
内容説明・目次
内容説明
"In this revised and significantly expanded second edition, distinguished scientist Dr. David B. Fogel presents the latest advances in both the theory and practice of evolutionary computation to help you keep pace with the most recent developments in this fast-changing field. In-depth and updated, EVOLUTIONARY COMPUTATION shows you how to use simulated evolution to achieve machine intelligence. You will gain current insights into the history of evolutionary computation and the newest theories shaping research today. Fogel thoroughly reviews the ""no free lunch"" theorem and includes a discussion of findings that challenge the very foundations of simulated evolution. This second edition also presents the latest game-playing techniques that combine evolutionary algorithms with neural networks, including their success in playing competitive checkers. Chapter by chapter, this comprehensive book highlights the relationship between learning and intelligence.
EVOLUTIONARY COMPUTATION features an unparalleled integration of history with state-of-the-art theory and practice for engineers, professors, and graduate students of evolutionary computation and computer science who need to keep up to date in this developing field." Sponsored by: IEEE Neural Networks Council
目次
Preface to the Second Edition. Preface to the First Edition. Acknowledgments. Defining Artificial Intelligence. Natural Evolution. Computer Simulation of Natural Evolution. Theoretical and Empirical Properties of Evolutionary Computation. Intelligent Behavior. Perspective. Glossary. Index. About the Author.
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