Title Page
by Gustau Camps-Valls, Jordi Muñoz-Marí, Manel Martínez-Ramón, José Luis Rojo-Álvar
Digital Signal Processing with Kernel Methods
- Cover
- Title Page
- About the Authors
- Preface
- Acknowledgements
- List of Abbreviations
- Part I: Fundamentals and Basic Elements
- 1 From Signal Processing to Machine Learning
- 2 Introduction to Digital Signal Processing
- 3 Signal Processing Models
- 4 Kernel Functions and Reproducing Kernel Hilbert Spaces
- 4.1 Introduction
- 4.2 Kernel Functions and Mappings
- 4.3 Kernel Properties
- 4.4 Constructing Kernel Functions
- 4.5 Complex Reproducing Kernel in Hilbert Spaces
- 4.6 Support Vector Machine Elements for Regression and Estimation
- 4.7 Tutorials and Application Examples
- 4.8 Concluding Remarks
- 4.9 Questions and Problems
- Part II: Function Approximation and Adaptive Filtering
- 5 A Support Vector Machine Signal Estimation Framework
- 6 Reproducing Kernel Hilbert Space Models for Signal Processing
- 7 Dual Signal Models for Signal Processing
- 8 Advances in Kernel Regression and Function Approximation
- 9 Adaptive Kernel Learning for Signal Processing
- 9.1 Introduction
- 9.2 Linear Adaptive Filtering
- 9.3 Kernel Adaptive Filtering
- 9.4 Kernel Least Mean Squares
- 9.5 Kernel Recursive Least Squares
- 9.6 Explicit Recursivity for Adaptive Kernel Models
- 9.7 Online Sparsification with Kernels
- 9.8 Probabilistic Approaches to Kernel Adaptive Filtering
- 9.9 Further Reading
- 9.10 Tutorials and Application Examples
- 9.11 Questions and Problems
- Part III: Classification, Detection, and Feature Extraction
- References
- Index
- End User License Agreement
Digital Signal Processing with Kernel Methods
José Luis Rojo‐Álvarez
Department of Signal Theory and Communications
University Rey Juan Carlos
Fuenlabrada (Madrid)
and
Center for Computational Simulation
Universidad Politécnica de Madrid, Spain
ManelMartínez‐Ramón
Department of Electrical and Computer Engineering
The University of New Mexico
Albuquerque, New Mexico
USA
JordiMuñoz‐Marí
Department of Electronics Engineering
Universitat de València
Paterna (València), Spain
Gustau Camps‐Valls
Department of Electronics Engineering
Universitat de València
Paterna (València), Spain
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