Neural and Adaptive Systems

Neural and Adaptive Systems

Fundamentals through Simulations

Principe, Jose C.; Euliano, Neil R.; Lefebvre, W. Curt

John Wiley & Sons Inc

01/2000

672

Mole

Inglês

9780471351672

15 a 20 dias

1234

Descrição não disponível.
Chapter 1 Data Fitting with Linear Models 1

Chapter 2 Pattern Recognition 68

Chapter 3 Multilayer Perceptrons 100

Chapter 4 Designing and Training MLPS 173

Chapter 5 Function Approximation with MLPs, Radial Basis Functions, and Support Vector Machines 223

Chapter 6 Hebbian Learning and Principal Component Analysis 279

Chapter 7 Competitive and Kohonen Networks 333

Chapter 8 Principles of Digital Signal Processing 364

Chapter 9 Adaptive Filters 429

Chapter 10 Temporal Processing with Neural Networks 473

Chapter 11 Training and Using Recurrent Networks 525

Appendix A Elements of Linear Algebra and Pattern Recognition 589

Appendix B NeuroSolutions Tutorial 613

Appendix C Data Directory 637

Glossary 639

Index 647
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insight; develop; adaptive; oneofakind; book; new; interactive; behavior; engineering; project; systems; part; science; concepts; filters; framework; neural; common; fundamentals; classification; pattern; linear regression