Symbiogenetic Evolutionary Algorithms

Name: Symbiogenetic Evolutionary Algorithms
Brand: VDM Verlag
SKU: 9783639254440
Price: 304.87 RON
Availability: InStock

A Solution for Linkage Problem and Search Space Management using Partially Specified Genomes and Selection and Evaluation at Group Level

Autor: Ramin Halavati

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Legare: Carte broșată

Editura: VDM Verlag

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304.87 lei

Evolutionary algorithms are a widespread theme in artificial intelligence. Inspired from Darwin s th...

Informații despre carte

Autor

Ramin Halavati

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2010

Pagini

128

EAN

9783639254440

ISBN

3639254449

Enbook ID

06832907

Editura

VDM Verlag

Greutate

200

Dimensiuni

152 x 229 x 8

Descriere completă

Evolutionary algorithms are a widespread theme in artificial intelligence. Inspired from Darwin s theory of evolution, these algorithms are based on small variations in the genetic code of a population of organisms along with survival of the fittest. While being a very successful approach, there are some problems that must be dealt with during the design stage of these algorithms such as genome design and building blocks management. To overcome these problems, this book proposes algorithms based on the rather newer theory of Symbiogenesis. This theory presents cooperation as the main force of evolution and knows the accumulation of random changes in genetic code of the organisms insufficient for the evolution of life. Along with the general idea of a Symbiogenetic Evolutionary Algorithm, implementations on different tasks including function optimization, data mining, and artificial immune systems are presented and it is shown that the new algorithm has an easy design stage and requires less run time in compare to the rival algorithms. The book is recommended to artificial intelligence practitioners working on evolutionary algorithms, data mining, optimization, and machine learning.

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Symbiogenetic Evolutionary Algorithms

A Solution for Linkage Problem and Search Space Management using Partially Specified Genomes and Selection and Evaluation at Group Level

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Descriere completă

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