Genetic Programming An Introduction下载

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Genetic Programming An Introduction On the Automatic Evolution of Computer Programs and its Applications，本书介绍机器学习的一个分之：遗传编程。讲述如何通过遗传算法生成满足测试用例的代码。
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Genetic Programming An Introduction On the Automatic Evolution of Computer Programs and its Applications，本书介绍机器学习的一个分之：遗传编程。讲述如何通过遗传算法生成满足测试用例的代码。

Genetic Algorithms in Java Basics is a brief introduction to solving problems using genetic algorithms, with working projects and solutions written in the Java programming language. This brief book will guide you step-by-step through various implementations of genetic algorithms and some of their co

Contents xi 1 Introduction 1 1.1 Genetic Programming in a Nutshell . . . . . . . . . . . . . . . 2 1.2 Getting Started . . . . . . . . . . . . . . . . . . . . . . . . . . 2 1.3 Prerequisites . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 1.4 Overview of this Field Guide . . . . . . . . . . . . . . . . . . 4 I Basics 7 2 Representation, Initialisation and Operators in Tree-based GP 9 3 Getting Ready to Run Genetic Programming 19 4 Example Genetic Programming Run 29 5 Alternative Initialisations and Operators in Tree-based GP 39 6 Modular, Grammatical and Developmental Tree-based GP 47 7 Linear and Graph Genetic Programming 61 8 Probabilistic Genetic Programming 69 9 Multi-objective Genetic Programming 75 10 Fast and Distributed Genetic Programming 83 11 GP Theory and its Applications 97 III Practical Genetic Programming 109 12 Applications 111 13 Troubleshooting GP 131 14 Conclusions 141 IV Tricks of the Trade 143 A Resources 145 A.1 Key Books . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 146 A.2 Key Journals . . . . . . . . . . . . . . . . . . . . . . . . . . . 147 A.3 Key International Meetings . . . . . . . . . . . . . . . . . . . 147 A.4 GP Implementations . . . . . . . . . . . . . . . . . . . . . . . 147 A.5 On-Line Resources . . . . . . . . . . . . . . . . . . . . . . . . 148 B TinyGP 151 B.1 Overview of TinyGP . . . . . . . . . . . . . . . . . . . . . . . 151 B.2 Input Data Files for TinyGP . . . . . . . . . . . . . . . . . . 153 B.3 Source Code . . . . . . . . . . . . . . . . . . . . . . . . . . . . 154 B.4 Compiling and Running TinyGP . . . . . . . . . . . . . . . . 162 Bibliography 167 Index 225 xiv

Genetic programming is a branch of genetic algorithms. The main difference between genetic programming and genetic algorithms is the representation of the solution. Genetic programming creat...

Introduction to Genetic Algorithms.1998.pdf

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