Michael O'Neill

(Author)

Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language (Softcover Reprint of the Original 1st 2003)Paperback - Softcover Reprint of the Original 1st 2003, 30 October 2012

Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language (Softcover Reprint of the Original 1st 2003)
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Part of Series
Genetic Programming
Print Length
144 pages
Language
English
Publisher
Springer
Date Published
30 Oct 2012
ISBN-10
1461350816
ISBN-13
9781461350811

Description

Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language provides the first comprehensive introduction to Grammatical Evolution, a novel approach to Genetic Programming that adopts principles from molecular biology in a simple and useful manner, coupled with the use of grammars to specify legal structures in a search. Grammatical Evolution's rich modularity gives a unique flexibility, making it possible to use alternative search strategies - whether evolutionary, deterministic or some other approach - and to even radically change its behavior by merely changing the grammar supplied. This approach to Genetic Programming represents a powerful new weapon in the Machine Learning toolkit that can be applied to a diverse set of problem domains.
Beginning with an overview of the necessary background material in Genetic Programming and Molecular Biology, Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language outlines the current state of the art in grammatical and genotype-phenotype-based approaches. Following a description of Grammatical Evolution and its application to a number of example problems, an in-depth analysis of the approach is conducted, focusing on areas such as the degenerate genetic code, wrapping, and crossover. The book continues with a description of hot topics in Grammatical Evolution and presents possible directions for future research.

Product Details

Authors:
Michael O'NeillConor Ryan
Book Edition:
Softcover Reprint of the Original 1st 2003
Book Format:
Paperback
Country of Origin:
NL
Date Published:
30 October 2012
Dimensions:
23.39 x 15.6 x 0.89 cm
ISBN-10:
1461350816
ISBN-13:
9781461350811
Language:
English
Location:
New York, NY
Pages:
144
Publisher:
Weight:
240.4 gm

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