The Resource A rapid introduction to adaptive filtering, Leonardo Rey Vega, Hernan Rey, (electronic resource)

A rapid introduction to adaptive filtering, Leonardo Rey Vega, Hernan Rey, (electronic resource)

Label
A rapid introduction to adaptive filtering
Title
A rapid introduction to adaptive filtering
Statement of responsibility
Leonardo Rey Vega, Hernan Rey
Creator
Contributor
Subject
Language
eng
Summary
In this book, the authors provide insights into the basics of adaptive filtering, which are particularly useful for students taking their first steps into this field. They start by studying the problem of minimum mean-square-error filtering, i.e., Wiener filtering. Then, they analyze iterative methods for solving the optimization problem, e.g., the Method of Steepest Descent. By proposing stochastic approximations, several basic adaptive algorithms are derived, including Least Mean Squares (LMS), Normalized Least Mean Squares (NLMS) and Sign-error algorithms. The authors provide a general framework to study the stability and steady-state performance of these algorithms. The affine Projection Algorithm (APA) which provides faster convergence at the expense of computational complexity (although fast implementations can be used) is also presented. In addition, the Least Squares (LS) method and its recursive version (RLS), including fast implementations are discussed. The book closes with the discussion of several topics of interest in the adaptive filtering field
Member of
Cataloging source
GW5XE
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
SpringerBriefs in electrical and computer engineering,
A rapid introduction to adaptive filtering, Leonardo Rey Vega, Hernan Rey, (electronic resource)
Label
A rapid introduction to adaptive filtering, Leonardo Rey Vega, Hernan Rey, (electronic resource)
Link
http://dx.doi.org/10.1007/978-3-642-30299-2
Publication
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Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
  • Introduction
  • Wiener Filtering
  • Iterative Optimization
  • Stochastic Gradient Adaptive Algorithms
  • Least Squares
  • Advanced Topics and New Directions
  • Leonardo Rey Vega and Hernan Rey
Control code
ocn805944227
http://library.link/vocab/cover_art
http://covers.openlibrary.org/b/isbn/9783642302992-M.jpg?default=false
Dimensions
unknown
http://library.link/vocab/discovery_link
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Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9783642302992
Isbn Type
(electronic bk.)
Level of compression
unknown
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)805944227

Library Locations

    • ERDC - Hanover (US Army Engineer Research and Development Center) Borrow it
      72 Lyme Road, Hanover, NH, 03755-1290, US
      43.7279642 -72.2684934
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