Genetic Algorithms and Genetic Programming in Practice: Modern Concepts and Practical Applications - Couverture rigide

Livre 1 sur 4: Numerical Insights

Affenzeller, Michael; Winkler, Stephan; Wagner, Stefan; Braune, Roland

 
9781584886297: Genetic Algorithms and Genetic Programming in Practice: Modern Concepts and Practical Applications
Couverture rigide
ISBN 10 : 1584886293 ISBN 13 : 9781584886297
Editeur : Chapman & Hall/CRC, 2009

Synopsis

Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications discusses algorithmic developments in the context of genetic algorithms (GAs) and genetic programming (GP). It applies the algorithms to significant combinatorial optimization problems and describes structure identification using HeuristicLab as a platform for algorithm development.

The book focuses on both theoretical and empirical aspects. The theoretical sections explore the important and characteristic properties of the basic GA as well as main characteristics of the selected algorithmic extensions developed by the authors. In the empirical parts of the text, the authors apply GAs to two combinatorial optimization problems: the traveling salesman and capacitated vehicle routing problems. To highlight the properties of the algorithmic measures in the field of GP, they analyze GP-based nonlinear structure identification applied to time series and classification problems.

Written by core members of the HeuristicLab team, this book provides a better understanding of the basic workflow of GAs and GP, encouraging readers to establish new bionic, problem-independent theoretical concepts. By comparing the results of standard GA and GP implementation with several algorithmic extensions, it also shows how to substantially increase achievable solution quality.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

Michael Affenzeller, Stefan Wagner, Stephan Winkler, Andreas Beham

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Chapman & Hall/CRC
Date d'édition
2009
Langue
anglais
ISBN 10 
1584886293
ISBN 13 
9781584886297
Reliure
Relié
Numéro d'édition
1
Nombre de pages
365
Coordonnées du fabricant
non disponible
Personne responsable
gpsr@libri.de
gpsr@libri.de

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