Linear Genetic Programming

Genetic and Evolutionary Computation

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Bibliografische Daten
ISBN/EAN: 9781441940483
Sprache: Englisch
Umfang: xv, 315 S.
Auflage: 1. Auflage 2007
Einband: kartoniertes Buch

Beschreibung

InhaltsangabeFundamental Analysis.- Basic Concepts of Linear Genetic Programming.- Characteristics of the Linear Representation.- A Comparison with Neural Networks.- Method Design.- Linear Genetic Operators I - Segment Variations.- Linear Genetic Operators II - Instruction Mutations.- Analysis of Control Parameters.- A Comparison with Tree-Based Genetic Programming.- Advanced Techniques and Phenomena.- Control of Diversity and Variation Step Size.- Code Growth and Neutral Variations.- Evolution of Program Teams.- Epilogue.

Inhalt

Preface.- About the Authors.- Introduction.- Part I Fundamental Analysis: Basic Concepts of Linear Genetic Programming.- Characteristics of the Linear Representation .- A Comparison with Neural Networks.- Part II Method Design: Segment Variations.- Instruction Mutations.- Analysis of Control Parameters.- A Comparison with Tree-Based GP.- Part III Advanced Techniques and Phenomena: Control of Diversity and Variation Step Size.- Code Growth and Neutral Variations.- Evolution of Program Teams.- Epilogue.- References.- Index.

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