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Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications (Numerical Insights) - Tapa blanda

Libro 1 de 4: Numerical Insights

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

 
9781138114272: Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications (Numerical Insights)
Tapa blanda
ISBN 10: 1138114278 ISBN 13: 9781138114272
Editorial: Chapman and Hall/CRC, 2018

Sinopsis

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.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Michael Affenzeller, Stefan Wagner, Stephan Winkler, Andreas Beham

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Chapman and Hall/CRC
Año de publicación
2018
Idioma
Inglés
ISBN 10 
1138114278
ISBN 13 
9781138114272
Encuadernación
Tapa blanda
Número de edición
1
Número de páginas
400
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania