Soft computing : integrating evolutionary, neural, and fuzzy systems / Andrea Tettamanzi, Marco Tomassini
| データ種別 | 電子書籍 |
|---|---|
| 出版者 | Berlin ; New York : Springer |
| 出版年 | c2001 |
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| 書誌ID | OB01027867 |
|---|---|
| 本文言語 | 英語 |
| 一般注記 | Includes bibliographical references (p. [295]-321) and index Machine generated contents note: 1 Evolutionary Algorithms 1 -- 1.1 Introduction1 -- 1.2 Genetic Algorithms2 -- 1.3 Theoretical Background of Genetic Algorithms10 -- 1.4 Introduction to Classifier Systems15 -- 1.5 Genetic Programming18 -- 1.6 Evolution Strategies and Evolutionary Programming 22 -- 1.7 Advanced Topics27 -- 1.8 A Case Study: Portfolio Optimization39 -- 2 Artificial Neural Networks 49 -- 2.1 Introduction49 -- 2.2 Artificial Neurons52 -- 2.3 Networks of Artificial Neurons54 -- 2.4 Neural Learning58 -- 2.5 Supervised Learning59 -- 2.6 Unsupervised Learning71 -- 2.7 Fault Tolerance79 -- 2.8 Artificial Neural Nets and Statistics80 -- 3 Fuzzy Systems 83 -- 3.1 Introduction 83 -- 3.2 Fuzzy Sets85 -- 3.3 Fuzzy Relations95 -- 3.4 The Extension Principle98 -- 3.5 Fuzzy Arithmetic99 -- 3.6 Fuzzy Logic103 -- 3.7 Possibility Theory112 -- 3.8 Applications of Fuzzy Systems115 -- 4 Evolutionary Design of Artificial Neural Networks 123 -- 4.1 Introduction 123 -- 4.2 Evolving Weights in a Predefined Network -- Architecture 124 -- 4.3 Evolving Network Architectures129 -- 4.4 Evolution of Learning Rules138 -- 4.5 ANN Input Data Selection139 -- 4.6 Evolution of Neural Machines140 -- 4.7 A Case Study: Evolutionary Autonomous Robots. 147 -- 5 Evolutionary Design of Fuzzy Systems 161 -- 5.1 Introduction 161 -- 5.2 Evolutionary Design of Fuzzy Rule-Based Systems .163 -- 5.3 Evolving Fuzzy Decision Trees178 -- 5.4 Evolving Fuzzy Queries182 -- 5.5 Evolving Fuzzy Filters186 -- 5.6 A Case Study: Breast Cancer Diagnosis189 -- 6 Neuro-fuzzy Systems 201 -- 6.1 Introduction201 -- 6.2 Fuzzy Neural Networks203 -- 6.3 "Co-operative" Neuro-fuzzy Systems219 -- 6.4 Applications of Neuro-fuzzy Systems228 -- 7 Fuzzy Evolutionary Algorithms 233 -- 7.1 Introduction 233 -- 7.2 Fuzzy Control of Evolution234 -- 7.3 Evolutionary Algorithms with Fuzzy Components. 243 -- 8 Natural Parallel (Soft) Computing 249 -- 8.1 Introduction 249 -- 8.2 Parallel and Distributed Computer Architectures: An -- Overview251 -- 8.3 Parallel and Distributed Evolutionary Algorithms. 254 -- 8.4 A Case Study: Distributed GP for Trading Model -- Inference269 -- 8.5 Parallel and Distributed Artificial Neural Network -- M odels276 -- 8.6 Parallel Neurocomputers282 -- 9 Epilogue 289 -- 9.1 Where We Stand289 -- 9.2 Future Prospects291 -- Bibliography 295 -- Index 323. License restrictions may limit access |
| 著者標目 | *Tettamanzi, Andrea Tomassini, Marco 1949- |
| 件 名 | LCSH:Soft computing |
| 分 類 | LCC:QA76.9.S63 DC21:006.3 |
| 巻冊次 | alk. paper ; ISBN:3540422048 RefWorks出力（各巻） |
| 資料種別 | 機械可読データファイル |
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※2020年8月16日以降