Evolutionary Computation: Toward a New Philosophy of Machine Intelligence
<div> <div style="margin-top:1em;"><div style="margin-bottom:0.5em;"><b style="font-size:110%;">저자(글) Fogel, David B.</b></div></div> <div style="margin-top:1em;"> <div style="margin-bottom:0.5em;"> <b style="font-size:110%;">목차</b> </div> <br/>Preface to the Third Edition ix<br/>Preface to the Second Edition xi<br/>Preface to the First Edition xv<br/>Defining Artificial Intelligence 1(32)<br/>Background 1(2)<br/>The Turing Test 3(2)<br/>Simulation of Human Expertise 5(12)<br/>Samuel's Checker Program 6(2)<br/>Chess Programs 8(3)<br/>Expert Systems 11(2)<br/>A Criticism of the Expert Systems or Knowledge-Based Approach 13(2)<br/>Fuzzy Systems 15(1)<br/>Perspective on Methods Employing Specific Heuristics 16(1)<br/>Neural Networks 17(4)<br/>Definition of Intelligence 21(2)<br/>Intelligence, the Scientific Method, and Evolution 23(3)<br/>Evolving Artificial Intelligence 26(7)<br/>References 27(4)<br/>Chapter 1 Exercises 31(2)<br/>Natural Evolution 33(26)<br/>The Neo-Darwinian Paradigm 33(1)<br/>The Genotype and the Phenotype: The Optimization of Behavior 34(4)<br/>Implications of Wright's Adaptive Topography: Optimization Is Extensive Yet Incomplete 38(2)<br/>The Evolution of Complexity: Minimizing Surprise 40(1)<br/>Sexual Reproduction 41(2)<br/>Sexual Selection 43(1)<br/>Assessing the Beneficiary of Evoluationary Optimization 44(5)<br/>Challenges to Neo-Darwinism 49(2)<br/>Neutral Mutations and the Neo-Darwinian Paradigm 49(1)<br/>Punctuated Equilibrium 49(2)<br/>Summary 51(8)<br/>References 52(6)<br/>Chapter 2 Exercises 58(1)<br/>Computer Simulation of Natural Evolution 59(46)<br/>Early Speculations and Specific Attempts 59(2)<br/>Evolutionary Operation 59(1)<br/>A Learning Machine 60(1)<br/>Artificial Life 61(3)<br/>Evolutionary Programming 64(7)<br/>Evolution Strategies 71(4)<br/>Genetic Algorithms 75(9)<br/>The Evolution of Evolutionary Computation 84(21)<br/>References 87(14)<br/>Chapter 3 Exercises 101(4)<br/>Theoretical and Empirical Properties of Evolutionary Computation 105(78)<br/>The Challenge 105(1)<br/>Theoretical Analysis of Evolutionary Computation 106(36)<br/>The Framework for Analysis 106(1)<br/>Convergence in the Limit 107(10)<br/>The Error of Minimizing Expected Losses in Schema Processing 117(2)<br/>The Two-Armed Bandit Problem 119(1)<br/>Extending the Analysis for ``Optimally'' Allocating Trials 120(1)<br/>Limitations of the Analysis 121(3)<br/>Misallocating Trials and the Schema Theorem in the Presence of Noise 124(3)<br/>Analyzing Selection 127(1)<br/>Convergence Rates for Evolutionary Algorithms 128(10)<br/>Does a Best Evolutionary Algorithm Exist? 138(4)<br/>Empirical Analysis 142(25)<br/>Variations of Crossover 142(5)<br/>Dynamic Parameter Encoding 147(3)<br/>Comparing Crossover to Mutation 150(8)<br/>Crossover as a Macromutation 158(1)<br/>Self-Adaptation in Evolutionary Algorithms 159(3)<br/>Fitness Distributions of Search Operators 162(5)<br/>Discussion 167(16)<br/>References 172(6)<br/>Chapter 4 Exercises 178(5)<br/>Intelligent Behavior 183(66)<br/>Intelligence in Static and Dynamic Environments 183(2)<br/>General Problem Solving: Experiments with Tic-Tac-Toe 185(8)<br/>The Prisoner's Dilemma: Coevolutionary Adaptation 193(22)<br/>Background 198(2)<br/>Evolving Finite-State Representations 200(15)<br/>Learning How to Play Checkers without Relying on Expert Knowledge 215(16)<br/>Evolving a Self-Learning Chess Player 231(8)<br/>Discussion 239(10)<br/>References 242(4)<br/>Chapter 5 Exercises 246(3)<br/>Perspective 249(14)<br/>Evolution as a Unifying Principle of Intelligence 249(1)<br/>Prediction and the Languagelike Nature of Intelligence 250(2)<br/>The Misplaced Emphasis on Emulating Genetic Mechanisms 252(2)<br/>Bottom-Up Versus Top-Down 254(2)<br/>Toward a New Philosophy of Machine Intelligence 256(7)<br/>References 257(3)<br/>Chapter 6 Exercises 260(3)<br/>Glossary 263(4)<br/>Index 267(6)<br/>About the Author 273 </div> <div style="margin-top:1em;"> <img src="https://contents.kyobobook.co.kr/pmtn/2024/banner/0207/info_bnM.jpg" alt="교보문고 공지/안내" /> </div> </div>