Evolutionary Computation: Toward a New Philosophy of Machine Intelligence - Hardcover

Fogel, David B.

Hardcover

ISBN 10: 078035379X ISBN 13: 9780780353794

Publisher: Wiley–Blackwell, 1999

Synopsis

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 Computationfeatures 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.

About this title

About the Author

About the Author David B. Fogel is executive vice president and chief scientist at Natural Selection, Inc., La Jolla, California, Dr. Fogel has published over 125 papers on evolutionary computation in journals and conferences and is the author of three books, most recently Evolutionary Computation: The Fossil Record (IEEE Press, 1998). He is coeditor in chief of the Handbook of Evolutionary Computation (Oxford, 1997) and the founding editor in chief of the IEEE Transactions on Evolutionary Computation. Dr. Fogel was the founding president of the Evolutionary Programming Society (1991) and is an associate member of the Center for the Study of Evolution and the Origin of Life (CSEOL) at the University of California at Los Angeles. He was elected a Fellow of the IEEE in 1999.

From the Back Cover

Computer Science/Artificial Intelligence Evolutionary Computation Toward a New Philosophy of Machine Intelligence Second Edition In this revised and significantly expanded second edition, distinguished scientist David B. Fogel presents the latest advances in both the theory and practice of evolutionary computation to help you keep pace with 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. Fogel carefully reviews the "no free lunch theorem" and discusses new theoretical findings that challenge some of the mathematical 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.

Edition details

• Publisher: Wiley–Blackwell
• Publication date: 1999
• ISBN 10: 078035379X
• ISBN 13: 9780780353794
• Binding: Hardcover
• Language: English
• Edition number: 2
• Number of pages: 290