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

Libro 1 di 4: Numerical Insights

Affenzeller, Michael; Wagner, Stefan; Winkler, Stephan; Beham, Andreas

 
9781138114272: Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications
Brossura
ISBN 10: 1138114278 ISBN 13: 9781138114272
Casa editrice: Chapman and Hall/CRC, 2018

Sinossi

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.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull?autore

Michael Affenzeller, Stefan Wagner, Stephan Winkler, Andreas Beham

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Chapman and Hall/CRC
Data di pubblicazione
2018
Lingua
Inglese
ISBN 10 
1138114278
ISBN 13 
9781138114272
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
400
Contatto del produttore
non disponibile
Persona responsabile
non disponibile

Altre edizioni note dello stesso titolo

9781584886297: Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications

Edizione in evidenza

ISBN 10:  1584886293 ISBN 13:  9781584886297
Casa editrice: Chapman and Hall/CRC, 2009
Rilegato