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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