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Linear Genetic Programming

Linear Genetic Programming

Markus F. Brameier / Wolfgang Banzhaf

195,20 €
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Editorial:
Springer Nature B.V.
Año de edición:
2010
Materia
Ciencias de la computación
ISBN:
9781441940483
195,20 €
IVA incluido
Disponible

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Sobre IBD

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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    Linear Genetic Programming presents a variant of Genetic Programming that evolves imperative computer programs as linear sequences of instructions, in contrast to the more traditional functional expressions or syntax trees. Typical GP phenomena, such as non-effective code, neutral variations, and code growth are investigated from the perspective of li...