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Foundations of Genetic Programming (inbunden)
Format
Inbunden (Hardback)
Språk
Engelska
Antal sidor
260
Utgivningsdatum
2002-02-01
Upplaga
2002 ed.
Förlag
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Medarbetare
Poli, Riccardo
Illustratör/Fotograf
117 Figs and 12 Tabs
Illustrationer
12 Tables, black and white; XVI, 260 p.
Dimensioner
233 x 160 x 20 mm
Vikt
520 g
Antal komponenter
1
Komponenter
1 Hardback
ISBN
9783540424512
Foundations of Genetic Programming (inbunden)

Foundations of Genetic Programming

Inbunden Engelska, 2002-02-01
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This is one of the only books to provide a complete and coherent review of the theory of genetic programming (GP). In doing so, it provides a coherent consolidation of recent work on the theoretical foundations of GP. A concise introduction to GP and genetic algorithms (GA) is followed by a discussion of fitness landscapes and other theoretical approaches to natural and artificial evolution. Having surveyed early approaches to GP theory it presents new exact schema analysis, showing that it applies to GP as well as to the simpler GAs. New results on the potentially infinite number of possible programs are followed by two chapters applying these new techniques.
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From the reviews: I came to this book from an engineering perspective as a GP practitioner interested in practical issues such as which cross-over operator was most applicable for my problem. Whilst this book did not offer any clear-cut answers, this is a reflection of the fact that there are no clear-cut answers, yet. What the book does succeed in doing is providing an illuminating overview of the body of work which will, in time, come to provide a theoretical foundation, and accurate prescriptions, for all of the ad-hoc tweaks and adjustments that we make in practise. This was published in the British Computer Society journal "Expert Update", 5(3) p46, 2002 by Steve Phelps. "Is genetic programming (GP) better than random search? ... Langdon and Poli take on the ambitious task of giving a unified overview of a field still in its infancy, and the result is an invaluable companion to the literature. The book ... proceeds to give a comprehensive and illuminating treatment of the most important theorems. ... throughout the book the formal side of the theory is developed alongside intuitive explanations and constructive analysis of actual empirical data." (Steve Phelps, Expert Update, Vol. 5 (3), 2002) "The book `Foundations of Genetics Programming' summarizes appearances and approaches in the GP section. ... There are many references for details in the text. Naturally, a large list of references is printed in the appendix. In conclusion, the book describes general principles of genetic programming. I recommend this as the first book for those who are familiarized with the GA and want to be in the know of the GP." (Vit Fabera, Neural Network World, Vol. 12 (4), 2002)

Bloggat om Foundations of Genetic Programming

Innehållsförteckning

1 Introduction.- 2 Fitness Landscapes.- 3 Program Component Schema Theories.- 4 Pessimistic GP Schema Theories.- 5 Exact GP Schema Theorems.- 6 Lessons from the GP Schema Theory.- 7 The Genetic Programming Search Space.- The GP Search Space: Theoretical Analysis.- 9 Example I: The Artificial Ant.- 10 Example II: The Max Problem.- 11 GP Convergence and Bloat.- 12 Conclusions.- A Genetic Programming Resources.- List of Special Symbols.