Evolutionary Algorithms - Couverture rigide

Petrowski, Alain; Ben-Hamida, Sana

 
9781848218048: Evolutionary Algorithms
Couverture rigide
ISBN 10 : 1848218044 ISBN 13 : 9781848218048
Editeur : ISTE Ltd and John Wiley & Sons Inc, 2017

Synopsis

Evolutionary algorithms are bio-inspired algorithms based on Darwin's theory of evolution. They are expected to provide non-optimal but good quality solutions to problems whose resolution is impracticable by exact methods.

In six chapters, this book presents the essential knowledge required to efficiently implement evolutionary algorithms.

Chapter 1 describes a generic evolutionary algorithm as well as the basic operators that compose it. Chapter 2 is devoted to the solving of continuous optimization problems, without constraint. Three leading approaches are described and compared on a set of test functions. Chapter 3 considers continuous optimization problems with constraints. Various approaches suitable for evolutionary methods are presented. Chapter 4 is related to combinatorial optimization. It provides a catalog of variation operators to deal with order-based problems. Chapter 5 introduces the basic notions required to understand the issue of multi-objective optimization and a variety of approaches for its application. Finally, Chapter 6 describes different approaches of genetic programming able to evolve computer programs in the context of machine learning.

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

À propos de l?auteur

Alain PÉTROWSKI is Associate Professor in the Department of Networks and Mobile Multimedia Services at the Telecom-SudParis, Institut Mines-Télécom, Paris-Saclay University, France. His main research interests are related to optimization, metaheuristics and machine learning.

Sana BEN-HAMIDA is Associate Professor at the Paris Ouest University and Associate Researcher at the Computer Science Laboratory of the Paris Dauphine University in France. Her main research interests include evolutionary computation, machine learning and related applications.

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

Éditeur
ISTE Ltd and John Wiley & Sons Inc
Date d'édition
2017
Langue
anglais
ISBN 10 
1848218044
ISBN 13 
9781848218048
Reliure
Relié
Nombre de pages
256
Coordonnées du fabricant
non disponible
Personne responsable
non disponible