Fundamentals of adaptive filtering

Abstract

This graduate-level textbook offers a comprehensive and up-to-date treatment of adaptive filtering; a vast and fast-moving field. The book is logically organized, specific in its presentation of each topic, and far-reaching in scope. Throughout the presentation, special emphasis is placed on geometric constructions, energy conservation arguments, system-theoretic arguments, and linear algebraic formulations. The textbook offers a fresh, broad, and systematic treatment of of the field; it illustrates extensive commonalities that exist among different classes of adaptive algorithms and even among different filtering theories. The book also provides a uniform treatment of the subject matter, addressing some…

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1,679
total citations
FWCI
24.84
Percentile
100%
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Authors

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Topics & keywords

Keywords
  • Adaptive filter
  • Recursive least squares filter
  • Mathematics
  • Algorithm
  • Laguerre polynomials
  • Kernel adaptive filter
  • Control theory (sociology)
  • Computer science
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