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Kernel Adaptive Filtering: A Comprehensive Introduction

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Kernel Adaptive Filtering: A Comprehensive Introduction

cover

Weifeng Liu, Jose C. Principe, Simon Haykin.

John Wiley, 2010

Code by chapter

  1. Background and Preview (sample chapter)
  2. Kernel least-mean-square Algorithm
  3. Kernel Affine Projection Algorithms
  4. Kernel Recursive Least-Squares Algorithm
  5. Extended Kernel Recursive Least-Squares
  6. Designing Sparse Kernel Adaptive Filters

Links

  • The book at Amazon
  • A python implementation of the Kernel Adaptive Algorithm following scikit-learn's API is being developed here.

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