Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications - Hardcover

Buch 1 von 4: Numerical Insights

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

 
9781584886297: Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications
Hardcover
ISBN 10: 1584886293 ISBN 13: 9781584886297
Verlag: Chapman and Hall/CRC, 2009

Inhaltsangabe

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.

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Über die Autorin bzw. den Autor

Michael Affenzeller, Stefan Wagner, Stephan Winkler, Andreas Beham

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Chapman and Hall/CRC
Erscheinungsdatum
2009
Sprache
Englisch
ISBN 10 
1584886293
ISBN 13 
9781584886297
Einband
Gebundene Ausgabe
Auflage
1
Anzahl der Seiten
365
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
gpsr@libri.de
gpsr@libri.de

Friedensallee 273
Hamburg
22763
Deutschland