Linear Genetic Programming
Softcover reprint of hardcover 1st ed. 2007
Book Details
Format
Paperback / Softback
Book Series
Genetic and Evolutionary Computation
ISBN-10
1441940480
ISBN-13
9781441940483
Edition
Softcover reprint of hardcover 1st ed. 2007
Publisher
Springer-Verlag New York Inc.
Imprint
Springer-Verlag New York Inc.
Country of Manufacture
US
Country of Publication
GB
Publication Date
Nov 29th, 2010
Print length
315 Pages
Product Classification:
Mathematical theory of computationArtificial intelligenceArtificial intelligence (AI)
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Linear Genetic Programming presents a variant of genetic programming (GP) that evolves imperative computer programs as linear sequences of instructions, in contrast to the more traditional functional expressions or syntax trees.
Fundamental 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.
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