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OverviewSince the early 1990s, genetic programming (GP)—a discipline whose goal is to enable the automatic generation of computer programs—has emerged as one of the most promising paradigms for fast, productive software development. GP combines biological metaphors gleaned from Darwin's theory of evolution with computer-science approaches drawn from the field of machine learning to create programs that are capable of adapting or recreating themselves for open-ended tasks.This unique introduction to GP provides a detailed overview of the subject and its antecedents, with extensive references to the published and online literature. In addition to explaining the fundamental theory and important algorithms, the text includes practical discussions covering a wealth of potential applications and real-world implementation techniques. Software professionals needing to understand and apply GP concepts will find this book an invaluable practical and theoretical guide. Full Product DetailsAuthor: Wolfgang Banzhaf , Peter Nordin , Robert E. Keller , Frank D. FranconePublisher: Elsevier Science & Technology Imprint: Morgan Kaufmann Publishers In Dimensions: Width: 17.50cm , Height: 3.10cm , Length: 24.40cm Weight: 0.990kg ISBN: 9781558605107ISBN 10: 155860510 Pages: 496 Publication Date: 24 February 1998 Audience: Professional and scholarly , Professional & Vocational Format: Hardback Publisher's Status: Active Availability: Awaiting stock ![]() The supplier is currently out of stock of this item. It will be ordered for you and placed on backorder. Once it does come back in stock, we will ship it out for you. Table of Contents1 Genetic Programming as Machine Learning 2 Genetic Programming and Biology 3 Computer Science and Mathematical Basics 4 Genetic Programming as Evolutionary Computation 5 Basic Concepts—The Foundation 6 Crossover—The Center of the Storm 7 Genetic Programming and Emergent Order 8 Analysis—Improving Genetic Programming with Statistics 9 Different Varieties of Genetic Programming 10 Advanced Genetic Programming 11 Implementation—Making Genetic Programming Work 12 Applications of Genetic Programming 13 Summary and Perspectives A Printed and Recorded Resources B Information Available on the Internet C GP Software D EventsReviews[The authors] have performed a remarkable double service with this excellent book on genetic programming. First, they give an up-to-date view of the rapidly growing field of automatic creation of computer programs by means of evolution and, second, they bring together their own innovative and formidable work on evolution of assembly language machine code and linear genomes. --John R. Koza [The authors] have performed a remarkable double service with this excellent book on genetic programming. First, they give an up-to-date view of the rapidly growing field of automatic creation of computer programs by means of evolution and, second, they bring together their own innovative and formidable work on evolution of assembly language machine code and linear genomes. --John R. Koza Author InformationBy Wolfgang Banzhaf, Peter Nordin, Robert E. Keller and Frank D. Francone Tab Content 6Author Website:Countries AvailableAll regions |