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Adaptation in Natural and Artificial Systems: An Introductory Analysis with A…

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ISBN
9780262581110
EAN
9780262581110
Book Title
Adaptation in Natural and Artificial Systems : An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence
Book Series
Complex Adaptive Systems Ser.
Publisher
MIT Press
Item Length
9.1 in
Publication Year
1992
Format
Trade Paperback
Language
English
Illustrator
Yes
Item Height
0.4 in
Author
John H. Holland
Genre
Science, Psychology
Topic
Cognitive Psychology & Cognition, Life Sciences / Biology
Item Weight
12.8 Oz
Item Width
7.1 in
Number of Pages
232 Pages

關於產品

Product Identifiers

Publisher
MIT Press
ISBN-10
0262581116
ISBN-13
9780262581110
eBay Product ID (ePID)
85583

Product Key Features

Book Title
Adaptation in Natural and Artificial Systems : An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence
Number of Pages
232 Pages
Language
English
Publication Year
1992
Topic
Cognitive Psychology & Cognition, Life Sciences / Biology
Illustrator
Yes
Genre
Science, Psychology
Author
John H. Holland
Book Series
Complex Adaptive Systems Ser.
Format
Trade Paperback

Dimensions

Item Height
0.4 in
Item Weight
12.8 Oz
Item Length
9.1 in
Item Width
7.1 in

Additional Product Features

Intended Audience
Trade
LCCN
91-041044
Dewey Edition
22
Grade From
College Graduate Student
Dewey Decimal
578.4015118
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., 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. Adaptation 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. In this now classic work, 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 coadaptation and coevolution: the emergence of building blocks, or schemata, that are recombined and passed on to succeeding generations to provide, innovations and improvements.
LC Classification Number
QH546.H64 1992

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