1. Background and Preview

  1. Weifeng Liu,
  2. José C. Príncipe and
  3. Simon Haykin

Published Online: 5 MAR 2010

DOI: 10.1002/9780470608593.ch1

Kernel Adaptive Filtering: A Comprehensive Introduction

Kernel Adaptive Filtering: A Comprehensive Introduction

How to Cite

Liu, W., Príncipe, J. C. and Haykin, S. (2010) Background and Preview, in Kernel Adaptive Filtering: A Comprehensive Introduction, John Wiley & Sons, Inc., Hoboken, NJ, USA. doi: 10.1002/9780470608593.ch1

Publication History

  1. Published Online: 5 MAR 2010
  2. Published Print: 12 FEB 2010

ISBN Information

Print ISBN: 9780470447536

Online ISBN: 9780470608593

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Keywords:

  • supervised learning and linear adaptive filters;
  • design of adaptive filters - convergent in the mean-square-error sense;
  • nonlinear adaptive filters

Summary

This chapter contains sections titled:

  • Supervised, Sequential, and Active Learning

  • Linear Adaptive Filters

  • Nonlinear Adaptive Filters

  • Reproducing Kernel Hilbert Spaces

  • Kernel Adaptive Filters

  • Summarizing Remarks

  • Endnotes