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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1Topics & keywords
Topics
Keywords
- Adaptive filter
- Recursive least squares filter
- Mathematics
- Algorithm
- Laguerre polynomials
- Kernel adaptive filter
- Control theory (sociology)
- Computer science
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