Book contents
- Frontmatter
- Contents
- Preface
- 1 Getting Started
- 2 Perceptron Learning – Basics
- 3 A Choice of Learning Rules
- 4 Augmented Statistical Mechanics Formulation
- 5 Noisy Teachers
- 6 The Storage Problem
- 7 Discontinuous Learning
- 8 Unsupervised Learning
- 9 On-line Learning
- 10 Making Contact with Statistics
- 11 A Bird's Eye View: Multifractals
- 12 Multilayer Networks
- 13 On-line Learning in Multilayer Networks
- 14 What Else?
- Appendices
- Bibliography
- Index
Contents
Published online by Cambridge University Press: 05 June 2012
- Frontmatter
- Contents
- Preface
- 1 Getting Started
- 2 Perceptron Learning – Basics
- 3 A Choice of Learning Rules
- 4 Augmented Statistical Mechanics Formulation
- 5 Noisy Teachers
- 6 The Storage Problem
- 7 Discontinuous Learning
- 8 Unsupervised Learning
- 9 On-line Learning
- 10 Making Contact with Statistics
- 11 A Bird's Eye View: Multifractals
- 12 Multilayer Networks
- 13 On-line Learning in Multilayer Networks
- 14 What Else?
- Appendices
- Bibliography
- Index
Summary
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- Type
- Chapter
- Information
- Statistical Mechanics of Learning , pp. v - viiiPublisher: Cambridge University PressPrint publication year: 2001