Featuring copious introductory material by distinguished scientist Dr. David B. Fogel, this formidable collection of 30 landmark papers spans the entire history of evolutionary computation--from today's investigations back to its very origins more than 40 years ago. Chapter by chapter, Fogel highlights how early ideas have developed into current thinking and how others have been lost and await rediscovery. The introductions to each chapter reflect Fogel's one-on-one conversations with the authors and their colleagues, conducted over a period of four years. Evolutionary Computation: The Fossil Record provides in-depth historical information and technical detail that is simply unmatched in the field. This volume is complete with an extensive bibliography of related literature.
Evolutionary Computation: The Fossil Record will be of particular interest to researchers and students in need of a comprehensive resource on this fascinating area of computer science. Historians will also find the book thoroughly engaging.
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This text presents significant and historic papers on evolutionary computation ranging from the 1950s to the early 1990s. Introductions to each paper provide background and context and acknowledge pioneers in the field, identifying and exploring a variety of approaches to the subject.
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Preface.
An Introduction to Evolutionary Computation.
Evolving Control Circuits for Autonomous Robots.
Simulating the Evolution of Genetic Systems.
Evolving Online Productivity.
Evolving Computer Programs.
Artificial Life and Evolving Strategies.
Artificial Intelligence through Simulated Evolution.
Evolutionary Experimentation.
Evolution and Optimization.
Evolutionary Algorithms for System Identification.
Co-Evolution, Self-Adaptation, and Crossover.
Evolving Populations.
Artificial Ecosystems.
Soft Selection.
Schema Processing and the K-Armed Bandit.
Classifier Systems.
Evolving Neural Networks.
Evolutionary Computation and the Traveling Salesman Problem.
The Iterated Prisoner's Dilemma.
Implicit Parallelism and Representations.
Fuzzy Evolution.
Evolving Programs Using Symbolic Expressions.
Tierra and Emergent Properties.
Epilogue.
Author Index.
Subject Index.
About the Editor.
An Introduction to Evolutionary Computation.
Evolving Control Circuits for Autonomous Robots.
Simulating the Evolution of Genetic Systems.
Evolving Online Productivity.
Evolving Computer Programs.
Artificial Life and Evolving Strategies.
Artificial Intelligence through Simulated Evolution.
Evolutionary Experimentation.
Evolution and Optimization.
Evolutionary Algorithms for System Identification.
Co-Evolution, Self-Adaptation, and Crossover.
Evolving Populations.
Artificial Ecosystems.
Soft Selection.
Schema Processing and the K-Armed Bandit.
Classifier Systems.
Evolving Neural Networks.
Evolutionary Computation and the Traveling Salesman Problem.
The Iterated Prisoner's Dilemma.
Implicit Parallelism and Representations.
Fuzzy Evolution.
Evolving Programs Using Symbolic Expressions.
Tierra and Emergent Properties.
Epilogue.
Author Index.
Subject Index.
About the Editor.
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Electrical Engineering/Computer Science Evolutionary Computation The Fossil Record Featuring copious introductory material by distinguished scientist Dr. David B. Fogel, this formidable collection of 30 landmark papers spans the entire history of evolutionary computationfrom todays investigaitons back to its very origins more than 40 years ago. Chapter by chapter, Fogel highlights how early ideas have developed into current thinking and how others have been lost and await rediscovery. The introductions to each chapter reflect Fogels one-on-one conversations with the authors and their colleagues, conducted over a period of four years. Evolutionary Computation: The Fossil Record provides in-depth historical information and technical detail that is simply unmatched in the field. This volume is complete with an extensive bibliography of related literature. Evolutionary Computation: The Fossil Record will be of particular interest to researchers and students in need of a comprehensive resource on this fascinating area of computer science. Historians will also find the book thoroughly engaging.
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Produktdetaljer
ISBN
9780780334816
Publisert
1998-05-01
Utgiver
John Wiley & Sons Inc
Vekt
1767 gr
Høyde
287 mm
Bredde
223 mm
Dybde
40 mm
Aldersnivå
UP, P, 05, 06
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
656
Redaktør