Adaptation in Natural and Artificial Systems: An Introductory Analysis With Applications to Biology, Control, and Artificial Intelligence - Couverture rigide

Holland, John H.

Couverture rigide

ISBN 10 : 0262082136 ISBN 13 : 9780262082136

Editeur : MIT Press, 1992

Synopsis

Genetic algorithms are playing an increasingly important role in studies of complex adaptive systems, ranging from adaptive agents in economic theory to the use of machine learning techniques in the design of complex devices such as aircraft turbines and integrated circuits. "Adaptations in Natural and Artificial Systems" is the book that initiated this field of study, presenting the theoretical foundations and exploring applications. In its most familiar form, adaptation is a biological process, whereby organisms evolve by rearranging genetic material to survive in environments confronting them. Holland presents a mathematical model that allows for the nonlinearity of such complex interactions. He demonstrates the model's universality by applying it to economics, physiological psychology, game theory, and artificial intelligence and then outlines the way in which this approach modifies the traditional views of mathematical genetics. Initially applying his concepts to simply defined artificial systems with limited numbers of parameters, Holland goes on to explore their use in the study of a wide range of complex, naturally occuring processes, concentrating on systems having multiple factors that interact in nonlinear ways. Along the way he accounts for major effects of co-adaptation and co-evolution: the emergence of building blocks, or schemata, that are recombined and passed on to succeeding generations to provide innovations and improvements.

Détails de l'édition

• Éditeur: MIT Press
• Date d'édition: 1992
• ISBN 10: 0262082136
• ISBN 13: 9780262082136
• Reliure: Relié
• Langue: anglais
• Nombre de pages: 228
• Coordonnées du fabricant: non disponible