Symbiogenetic Evolutionary Algorithms

Name: Symbiogenetic Evolutionary Algorithms
Brand: VDM Verlag
SKU: 9783639254440
Price: 1407 CZK
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

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag

Dostupnost: U nakladatele na objednávku

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1 407 Kč

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

Informace o knize

Autor

Ramin Halavati

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2010

Stránek

128

EAN

9783639254440

ISBN

3639254449

Enbook ID

06832907

Vydavatel

VDM Verlag

Hmotnost

200

Rozměry

152 x 229 x 8

Kompletní popis

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

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také