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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.

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Zaradenie knihy Knihy po anglicky Computing & information technology Computer science Artificial intelligence

• Celý názov: Grammatical Evolution
• Podnázov: Evolutionary Automatic Programming in an Arbitrary Language
• Autor: Michael O'Neill, Conor Ryan
• Jazyk: Angličtina
• Väzba: Pevná
• Počet strán: 144
• EAN: 9781402074448
• ISBN: 1402074441
• ID: 02774446
• Nakladateľ: Springer-Verlag New York Inc.
• Hmotnosť: 410 g
• Rozmery: 241 × 160 × 15 mm
• Dátum vydania: 01. May 2003

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