Adaptation in natural and artificial systems : an introductory analysis with applications to biology, control, and artificial intelligence

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Adaptation in natural and artificial systems : an introductory analysis with applications to biology, control, and artificial intelligence / John H. Holland

版:: 1st MIT Press ed
資料種別:: 図書
出版情報:: Cambridge, Mass. : MIT Press, c1992
形態:: xiv, 211 p. ; 24 cm
シリーズ名:: Complex adaptive systems <BA14399342>
Bradford book <BA00245453>
著者名:: Holland, John H. (John Holland), 1929- <DA00758137>
ISBN:: 9780262082136 [0262082136] (: hc)
9780262581110 [0262581116] (: pbk)
書誌ID:: BA17257708

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他の版・巻

Adaptation in natural and artificial systems : an introductory analysis with applications to biology, control, and artificial intelligence
by John H. Holland , University of Michigan Press , c1975

書誌詳細

注記:

Bibliography: p. 203-205
Includes index

主題:

Adaptation (Biology)--Mathematical models; Adaptive control systems--Mathematical models

言語:

英語

目次情報:

Preface to the 1992 Edition

Preface

The General Setting / 1：

Introduction

Preliminary Survey / 2：

A Simple Artificial Adaptive System / 3：

A Complex Natural Adaptive System / 4：

Some General Observations / 5：

A Formal Framework

Discussion

Presentation

Comparison with the Dubins-Savage Formalization of the Gambler's Problem

Illustrations

Genetics

Economics

Game-Playing

Searches, Pattern Recognition, and Statistical Inference

Control and Function Optimization

Central Nervous Systems / 6：

Schemata

The Optimal Allocation of Trials

The 2-Armed Bandit

Realization of Minimal Losses

Many Options

Application to Schemata

Reproductive Plans and Genetic Operators

Generalized Reproductive Plans

Generalized Genetic Operators--Crossing-Over

Generalized Genetic Operators--Inversion

Generalized Genetic Operators--Mutation

Further Increases in Power

Interpretations

The Robustness of Genetic Plans / 7：

Adaptive Plans of Type

The Robustness of Plans

Robustness Vis-A-Vis A Simple Artificial Adaptive System

Robustness Vis-A-Vis A Complex Natural Adaptive System

General Consequences

Adaptation of Codings and Representations / 8：

Fixed Representation

The "Broadcast Language"

Usage

Concerning Applications and the Use of Genetic Plans to Modify Representations

An Overview / 9：

Insights

Computer Studies

Advanced Questions

Interim and Prospectus / 10：

In the Interim

The Optimal Allocation of Trials Revisited

Recent Work

Possibilities

Glossary of Important Symbols

Bibliography

Index

Preface to the 1992 Edition

Preface

The General Setting / 1：

Introduction

Preliminary Survey / 2：

A Simple Artificial Adaptive System / 3：

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