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Adaptation In Natural And Artificial Systems


Adaptation In Natural And Artificial Systems
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Adaptation In Natural And Artificial Systems


Adaptation In Natural And Artificial Systems
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Author : John H. Holland
language : en
Publisher: MIT Press
Release Date : 1992-04-29

Adaptation In Natural And Artificial Systems written by John H. Holland and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-04-29 with Psychology categories.


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.



Adaptation In Natural And Artificial Systems


Adaptation In Natural And Artificial Systems
DOWNLOAD
Author : John H. Holland
language : en
Publisher: MIT Press
Release Date : 1992-04-29

Adaptation In Natural And Artificial Systems written by John H. Holland and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-04-29 with Psychology categories.


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.



Climate And Land Use Impacts On Natural And Artificial Systems


Climate And Land Use Impacts On Natural And Artificial Systems
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Author : Margarit Mircea Nistor
language : en
Publisher: Elsevier
Release Date : 2021-07-20

Climate And Land Use Impacts On Natural And Artificial Systems written by Margarit Mircea Nistor and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-20 with Science categories.


Climate and Land Use Impacts on Natural and Artificial Systems: Mitigation and Adaptation provides in-depth information on the linkages between climate change and land use, how they are related, how land use is shifting over time, and the major global regions at risk for climate and land use changes. This comprehensive resource discusses climatic factors and processes that impact natural and artificial systems, as well as the relationship between climate change and both natural and man-made hazards. The book includes case studies and original maps to provide real-life examples of climate change and land use over regions around the globe. In addition, the book presents future perspectives on mitigation and adaptation of the climate change impact. - Summarizes current research on land use and climate change - Provides future perspectives on climate change using climate models - Includes case studies to provide real-life examples from various countries - Incorporates high level graphics, images, and maps to support reviews and case studies



Hidden Order


Hidden Order
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Author : John Henry Holland
language : en
Publisher: Addison Wesley Publishing Company
Release Date : 1995-08-21

Hidden Order written by John Henry Holland and has been published by Addison Wesley Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-08-21 with Mathematics categories.


Basic elements - Adaptive agents - Echoing emergence - Simulating echo - Toward theory.



Adaptation And Evolution In Collective Systems


Adaptation And Evolution In Collective Systems
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Author : Akira Namatame
language : en
Publisher: World Scientific
Release Date : 2006

Adaptation And Evolution In Collective Systems written by Akira Namatame and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Computers categories.


Self-contained and unified in presentation, this invaluable book provides a broad introduction to the fascinating subject of many-body collective systems with adapting and evolving agents. The coverage includes game theoretic systems, multi-agent systems, and large-scale socio-economic systems of individual optimizing agents. The diversity and scope of such systems have been steadily growing in computer science, economics, social sciences, physics, and biology.



Perspectives On Adaptation In Natural And Artificial Systems


Perspectives On Adaptation In Natural And Artificial Systems
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Author : Lashon Booker
language : en
Publisher: Oxford University Press
Release Date : 2005-02-24

Perspectives On Adaptation In Natural And Artificial Systems written by Lashon Booker and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-02-24 with Computers categories.


Introduction: Adaptation, Evolution, and Intelligence, Lashon Booker, Stephanie Forrest, Melanie Mitchell, and Rick Riolo. PART 1: GENETIC ALGOROTHMS AND BEYOND. 1. Genetic Algorithms: A 30 Year Perspective, Kenneth DeJong. 2. Human-Competitive Machine Intelligence by Means of Genetic Algorithms, John R. Koza. 3. John Holland, Facetwise models, and Economy of Thought, David E. Goldberg. PART 2: COMPUTATION, ARTIFICIAL INTELLIGENCE, AND BEYOND. 4. An Early Graduate Program in Computers and Communications, Arthur W. Burks. 5. Had We But World Enough and Time, Oliver G. Selfridge. 6. Discrete Eve.



Evolutionary Algorithms In Management Applications


Evolutionary Algorithms In Management Applications
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Author : Jörg Biethahn
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06

Evolutionary Algorithms In Management Applications written by Jörg Biethahn and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Business & Economics categories.


Evolutionary Algorithms (EA) are powerful search and optimisation techniques inspired by the mechanisms of natural evolution. They imitate, on an abstract level, biological principles such as a population based approach, the inheritance of information, the variation of information via crossover/mutation, and the selection of individuals based on fitness. The most well-known class of EA are Genetic Algorithms (GA), which have received much attention not only in the scientific community lately. Other variants of EA, in particular Genetic Programming, Evolution Strategies, and Evolutionary Programming are less popular, though very powerful too. Traditionally, most practical applications of EA have appeared in the technical sector. Management problems, for a long time, have been a rather neglected field of EA-research. This is surprising, since the great potential of evolutionary approaches for the business and economics domain was recognised in pioneering publications quite a while ago. John Holland, for instance, in his seminal book Adaptation in Natural and Artificial Systems (The University of Michigan Press, 1975) identified economics as one of the prime targets for a theory of adaptation, as formalised in his reproductive plans (later called Genetic Algorithms).



The Sciences Of The Artificial Third Edition


The Sciences Of The Artificial Third Edition
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Author : Herbert A. Simon
language : en
Publisher: MIT Press
Release Date : 1996-09-26

The Sciences Of The Artificial Third Edition written by Herbert A. Simon and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-09-26 with Computers categories.


Continuing his exploration of the organization of complexity and the science of design, this new edition of Herbert Simon's classic work on artificial intelligence adds a chapter that sorts out the current themes and tools—chaos, adaptive systems, genetic algorithms—for analyzing complexity and complex systems. There are updates throughout the book as well. These take into account important advances in cognitive psychology and the science of design while confirming and extending the book's basic thesis: that a physical symbol system has the necessary and sufficient means for intelligent action. The chapter "Economic Reality" has also been revised to reflect a change in emphasis in Simon's thinking about the respective roles of organizations and markets in economic systems.



The Ocean Circulation Inverse Problem


The Ocean Circulation Inverse Problem
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Author : Carl Wunsch
language : en
Publisher: Cambridge University Press
Release Date : 1996-06-13

The Ocean Circulation Inverse Problem written by Carl Wunsch and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-06-13 with Mathematics categories.


This book addresses the problem of inferring the state of the ocean circulation, from a mathematical perspective.



Intelligent Systems For Automated Learning And Adaptation Emerging Trends And Applications


Intelligent Systems For Automated Learning And Adaptation Emerging Trends And Applications
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Author : Chiong, Raymond
language : en
Publisher: IGI Global
Release Date : 2009-09-30

Intelligent Systems For Automated Learning And Adaptation Emerging Trends And Applications written by Chiong, Raymond and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-09-30 with Business & Economics categories.


"This volume offers intriguing applications, reviews and additions to the methodology of intelligent computing, presenting the emerging trends of state-of-the-art intelligent systems and their practical applications"--Provided by publisher.