Evolutionary computation : toward a new philosophy of machine intelligence

>> Google Books

所蔵情報QRコード

Evolutionary computation : toward a new philosophy of machine intelligence / David B. Fogel

資料種別:: 図書
出版情報:: New York : IEEE Press, c1995
形態:: xv, 272 p. ; 24 cm
著者名:: Fogel, David B. <DA08443195>
ISBN:: 9780780310384 [0780310381]
書誌ID:: BA24849489

子書誌情報

フルテキスト

所蔵情報

他の版・巻

書誌詳細

注記:

"IEEE Neural Networks Council, sponsor"
Includes bibliographical references and index

主題:

Artificial intelligence; Computer simulation

言語:

英語

目次情報:

Preface to the Third Edition

Preface to the Second Edition

Preface to the First Edition

Defining Artificial Intelligence / 1：

Background / 1.1：

The Turing Test / 1.2：

Simulation of Human Expertise / 1.3：

Samuel's Checker Program / 1.3.1：

Chess Programs / 1.3.2：

Expert Systems / 1.3.3：

A Criticism of the Expert Systems or Knowledge-Based Approach / 1.3.4：

Fuzzy Systems / 1.3.5：

Perspective on Methods Employing Specific Heuristics / 1.3.6：

Neural Networks / 1.4：

Definition of Intelligence / 1.5：

Intelligence, the Scientific Method, and Evolution / 1.6：

Evolving Artificial Intelligence / 1.7：

References

Chapter 1 Exercises

Natural Evolution / 2：

The Neo-Darwinian Paradigm / 2.1：

The Genotype and the Phenotype: The Optimization of Behavior / 2.2：

Implications of Wright's Adaptive Topography: Optimization Is Extensive Yet Incomplete / 2.3：

The Evolution of Complexity: Minimizing Surprise / 2.4：

Sexual Reproduction / 2.5：

Sexual Selection / 2.6：

Assessing the Beneficiary of Evolutionary Optimization / 2.7：

Challenges to Neo-Darwinism / 2.8：

Neutral Mutations and the Neo-Darwinian Paradigm / 2.8.1：

Punctuated Equilibrium / 2.8.2：

Summary / 2.9：

Chapter 2 Exercises

Computer Simulation of Natural Evolution / 3：

Early Speculations and Specific Attempts / 3.1：

Evolutionary Operation / 3.1.1：

A Learning Machine / 3.1.2：

Artificial Life / 3.2：

Evolutionary Programming / 3.3：

Evolution Strategies / 3.4：

Genetic Algorithms / 3.5：

The Evolution of Evolutionary Computation / 3.6：

Chapter 3 Exercises

Theoretical and Empirical Properties of Evolutionary Computation / 4：

The Challenge / 4.1：

Theoretical Analysis of Evolutionary Computation / 4.2：

The Framework for Analysis / 4.2.1：

Convergence in the Limit / 4.2.2：

The Error of Minimizing Expected Losses in Schema Processing / 4.2.3：

The Two-Armed Bandit Problem / 4.2.3.1：

Extending the Analysis for "Optimally" Allocating Trials / 4.2.3.2：

Limitations of the Analysis / 4.2.3.3：

Misallocating Trials and the Schema Theorem in the Presence of Noise / 4.2.4：

Analyzing Selection / 4.2.5：

Convergence Rates for Evolutionary Algorithms / 4.2.6：

Does a Best Evolutionary Algorithm Exist? / 4.2.7：

Empirical Analysis / 4.3：

Variations of Crossover / 4.3.1：

Dynamic Parameter Encoding / 4.3.2：

Comparing Crossover to Mutation / 4.3.3：

Crossover as a Macromutation / 4.3.4：

Self-Adaptation in Evolutionary Algorithms / 4.3.5：

Fitness Distributions of Search Operators / 4.3.6：

Discussion / 4.4：

Chapter 4 Exercises

Intelligent behavior / 5：

Intelligence in Static and Dynamic Environments / 5.1：

General Problem Solving: Experiments with Tic-Tac-Toe / 5.2：

The Prisoner's Dilemma: Coevolutionary Adaptation / 5.3：

Evolving Finite-State Representations / 5.3.1：

Learning How to Play Checkers without Relying on Expert Knowledge / 5.4：

Evolving a Self-Learning Chess Player / 5.5：

Chapter 5 Exercises / 5.6：

Perspective / 6：

Evolution as a Unifying Principle of Intelligence / 6.1：

Prediction and the Languagelike Nature of Intelligence / 6.2：

The Misplaced Emphasis on Emulating Genetic Mechanisms / 6.3：

Bottom-Up Versus Top-Down / 6.4：

Toward a New Philosophy of Machine Intelligence / 6.5：

Chapter 6 Exercises

Glossary

Index

About the Author

Intelligent Behavior

Preface to the Third Edition

Preface to the Second Edition

Preface to the First Edition

Defining Artificial Intelligence / 1：

Background / 1.1：

The Turing Test / 1.2：

続きを見る

東工大ブックレビュー

類似資料:

1 電子ブック Evolutionary Computation : Toward a New Philosophy of Machine Intelligence Fogel, David B., IEEE Neural Networks Council. Wiley Online Library - AutoHoldings Books, John Wiley & Sons, Inc.	7 図書 Applications and science of neural networks, fuzzy systems, and evolutionary computation : 31 July - 1 August 2000, San Diego, USA Bosacchi, Bruno, Bezdek, James C., 1939-, Fogel, David B. SPIE
2 図書 Artificial intelligence, simulation, and modeling Widman, Lawrence Edward, 1950-, Loparo, Kenneth A., Nielsen, N. R. (Norman R.) Wiley	8 図書 AI and simulation theory and applications : proceedings of the SCS Eastern Multiconference, 23-26 April, 1990, Nashville, Tennessee SCS Eastern Muliticonference, Webster, Wade, Uttamisingh, Ranjeet, Society for Computer Simulation Simulation Councils
3 図書 Structures of discrete event simulation : an introduction to the engagement strategy (: E. Horwood ; : Halsted Press) Evans, J. B. (John B), 1947- Ellis Horwood, Halsted Press	9 図書 Simulation and AI : proceedings of the Conference on AI and Simulation : 14-16 January 1987, San Diego, California Conference on AI and Simulation (1987 : San Diego, Calif.), Luker, Paul A., Birtwistle, G. M. (Graham M.), Society for … Simulation Councils
4 図書 Intelligent machines : an introductory perspective of artificial intelligence and robotics Gevarter, William B. Prentice Hall	10 図書 Simulation and AI, 1989 : proceedings of the SCS Western Multiconference, 1989 4-6 January, 1989, San Diego, California SCS Western Muliticonference, Webster, Wade, Society for Computer Simulation Simulation Councils
5 電子ブック Computational Intelligence in Bioinformatics Fogel, Gary B., Corne, David, Corne, David W., Fogel, Gary, Pan, Yi Wiley Online Library - AutoHoldings Books, John Wiley & Sons, Inc.	11 電子ブック Practice of Bayesian probability theory in geotechnical engineering Zhou, Wan-Huan,, Yin, Zhen-Yu,, Yuen, Ka-Veng EBSCOhost
6 図書 Applications and science of neural networks, fuzzy systems, and evolutionary computation : 20-22 July 1998, San Diego, California Bosacchi, Bruno, Bezdek, James C., 1939-, Fogel, David B. SPIE	12 電子ブック Applications and Science of Neural Networks, Fuzzy Systems, and Evolutionary Computation Bosacchi, Bezdek, James C., Bosacchi, Bruno, Fogel, David B., Society of Photo-optical Instrumentation Engineers. SPIE Digital Library Proceedings