Evolutionary computation is the study of computational systems which use ideas and get inspiration from natural evolution and adaptation. This book is devoted to the theory and application of evolutionary computation. It is a self-contained volume which covers both introductory material and selected advanced topics. The book can roughly be divided into two major parts: the introductory one and the one on selected advanced topics. Each part consists of several chapters which present an in-depth discussion of selected topics. A strong connection is established between evolutionary algorithms and traditional search algorithms. This connection enables us to incorporate ideas in more established fields into evolutionary algorithms. The book is aimed at a wide range of readers. It does not require previous exposure to the field since introductory material is included. It will be of interest to anyone who is interested in adaptive optimization and learning. People in computer science, artificial intelligence, operations research, and various engineering fields will find it particularly interesting.
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Evolutionary computation is the study of computational systems which use ideas and get inspirations from natural evolution and adaptation. This book is devoted to the theory and applications of evolutionary computation.
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An introduction to evolutionary computation; evolutionary algorithms as search algorithms; theoretical analysis of evolutionary algorithms; advanced search operators in evolutionary algorithms; parallel evolutionary algorithms; a comparison of simulated annealing and an evolutionary algorithm on traveling salesman problems; power system design and management by evolutionary algorithms; telecommunications network design and management by evolutionary algorithms; an optimization tool based on evolutionary algorithms; the evolution of artificial neural network architectures; an experimental study of generalization in evolutionary learning; an evolutionary approach to the N-person prisoner's dilemma game; automated design and generalisation of heuristics; high-order credit assignment in classifier systems.
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Product details
ISBN
9789810223069
Published
1999-11-24
Publisher
World Scientific Publishing Co Pte Ltd; World Scientific Publishing Co Pte Ltd
Age
UP, P, 05, 06
Language
Product language
Engelsk
Format
Product format
Innbundet
Number of pages
376
Edited by