Extending the Scalability of Linkage Learning Genetic Algorithms

Theory & Practice

By:

Ying-Ping Chen

Format:

Hardback

Series:

Studies in Fuzziness and Soft Computing

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Description

Genetic algorithms (GAs) are powerful search techniques based on principles of evolution and widely applied to solve problems in many disciplines. However, most GAs employed in practice nowadays are unable to learn genetic linkage and suffer from the linkage problem. The linkage learning genetic algorithm (LLGA) was proposed to tackle the linkage problem with several specially designed mechanisms. While the LLGA performs much better on badly scaled problems than simple GAs, it does not work well on uniformly scaled problems as other competent GAs. Therefore, we need to understand why it is so and need to know how to design a better LLGA or whether there are certain limits of such a linkage learning process. This book aims to gain better understanding of the LLGA in theory and to improve the LLGA's performance in practice. It starts with a survey of the existing genetic linkage learning techniques and describes the steps and approaches taken to tackle the research topics, including using promoters, developing the convergence time model, and adopting subchromosomes.

Release date NZ

October 6th, 2005

Author

Ying-Ping Chen

Audiences

Postgraduate, Research & Scholarly
Professional & Vocational

Illustrations

XX, 120 p.

Pages

120

Series

Studies in Fuzziness and Soft Computing

Dimensions

156x234x9

ISBN-13

9783540284598

Product ID

3135087

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Extending the Scalability of Linkage Learning Genetic Algorithms

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