Computational Intelligence

A Methodological Introduction

ISBN: 978-1-4471-5012-1 (Print) 978-1-4471-5013-8 (Online)

Table of contents (25 chapters)

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  1. Front Matter

    Pages I-XI

  2. No Access

    Book Chapter

    Pages 1-5

    Introduction

  3. Neural Networks

    1. Front Matter

      Pages 7-7

    2. No Access

      Book Chapter

      Pages 9-13

      Introduction

    3. No Access

      Book Chapter

      Pages 15-35

      Threshold Logic Units

    4. No Access

      Book Chapter

      Pages 37-46

      General Neural Networks

    5. No Access

      Book Chapter

      Pages 47-81

      Multi-Layer Perceptrons

    6. No Access

      Book Chapter

      Pages 83-103

      Radial Basis Function Networks

    7. No Access

      Book Chapter

      Pages 105-120

      Self-organizing Maps

    8. No Access

      Book Chapter

      Pages 121-142

      Hopfield Networks

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      Book Chapter

      Pages 143-155

      Recurrent Networks

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      Book Chapter

      Pages 157-164

      Mathematical Remarks

  4. Evolutionary Algorithms

    1. Front Matter

      Pages 165-165

    2. No Access

      Book Chapter

      Pages 167-195

      Introduction to Evolutionary Algorithms

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      Book Chapter

      Pages 197-226

      Elements of Evolutionary Algorithms

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      Book Chapter

      Pages 227-274

      Fundamental Evolutionary Algorithms

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      Book Chapter

      Pages 275-291

      Special Applications and Techniques

  5. Fuzzy Systems

    1. Front Matter

      Pages 293-293

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      Book Chapter

      Pages 295-319

      Fuzzy Sets and Fuzzy Logic

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      Book Chapter

      Pages 321-327

      The Extension Principle

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      Book Chapter

      Pages 329-340

      Fuzzy Relations

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      Book Chapter

      Pages 341-352

      Similarity Relations

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      Book Chapter

      Pages 353-387

      Fuzzy Control

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      Book Chapter

      Pages 389-405

      Fuzzy Clustering

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