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An Information-Theoretic Approach to Neural Computing Book

An Information-Theoretic Approach to Neural Computing
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An Information-Theoretic Approach to Neural Computing, Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective prov, An Information-Theoretic Approach to Neural Computing
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  • An Information-Theoretic Approach to Neural Computing
  • Written by author Gustavo Deco
  • Published by Springer-Verlag New York, LLC, 7/31/2012
  • Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective prov
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Authors

Acknowledgments
Foreword
Ch. 1 Introduction 1
Ch. 2 Preliminaries of Information Theory and Neural Networks 7
Ch. 3 Linear Feature Extraction: Infomax Principle 41
Ch. 4 Independent Component Analysis: General Formulation and Linear Case 65
Ch. 5 Nonlinear Feature Extraction: Boolean Stochastic Networks 109
Ch. 6 Nonlinear Feature Extraction: Deterministic Neural Networks 135
Ch. 7 Supervised Learning and Statistical Estimation 169
Ch. 8 Statistical Physics Theory of Supervised Learning and Generalization 187
Ch. 9 Composite Networks 219
Ch. 10 Information Theory Based Regularizing Methods 225
References 243
Index 259


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An Information-Theoretic Approach to Neural Computing, Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective prov, An Information-Theoretic Approach to Neural Computing

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An Information-Theoretic Approach to Neural Computing, Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective prov, An Information-Theoretic Approach to Neural Computing

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An Information-Theoretic Approach to Neural Computing, Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective prov, An Information-Theoretic Approach to Neural Computing

An Information-Theoretic Approach to Neural Computing

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