Extending the Scalability of Linkage Learning Genetic Algorithms: Theory and Practice - Studies in Fuzziness and Soft Computing - Ying-ping Chen - Knjige - Springer-Verlag Berlin and Heidelberg Gm - 9783642066719 - 19. novembra 2010
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Ying-ping Chen
Extending the Scalability of Linkage Learning Genetic Algorithms: Theory and Practice - Studies in Fuzziness and Soft Computing 1st Ed. Softcover of Orig. Ed. 2006 edition

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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.

142 pages, 4 black & white tables, biography

Medij Knjige     Paperback Book   (Knjiga z mehkimi platnicami in lepljenim hrbtom)
Izdano 19. novembra 2010
ISBN13 9783642066719
Založniki Springer-Verlag Berlin and Heidelberg Gm
Strani 142
Dimenzije 156 × 234 × 7 mm   ·   208 g
Jezik Angleščina  

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