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Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence (Complex Adaptive Systems) - Hardcover

 
9780262082136: Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence (Complex Adaptive Systems)

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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.

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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.

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  • VerlagMIT Press
  • Erscheinungsdatum1992
  • ISBN 10 0262082136
  • ISBN 13 9780262082136
  • EinbandTapa dura
  • SpracheEnglisch
  • Anzahl der Seiten228
  • Kontakt zum HerstellerNicht verfügbar

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9780262581110: Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence (Complex Adaptive Systems)

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ISBN 10:  0262581116 ISBN 13:  9780262581110
Verlag: Bradford Books, 1992
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John H. Holland
Verlag: Mit Pr, 1992
ISBN 10: 0262082136 ISBN 13: 9780262082136
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Hardcover. Zustand: Very Good. No Jacket. May have limited writing in cover pages. Pages are unmarked. ~ ThriftBooks: Read More, Spend Less 0.9. Artikel-Nr. G0262082136I4N00

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Hardcover. Zustand: Fair. No Jacket. Readable copy. Pages may have considerable notes/highlighting. ~ ThriftBooks: Read More, Spend Less 0.9. Artikel-Nr. G0262082136I5N00

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Verlag: MIT Press, 1992
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hardcover. Zustand: Befriedigend. 228 Seiten; 9780262082136.4 Gewicht in Gramm: 1. Artikel-Nr. 885487

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