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Adaptive Filtering Fundamentals of Least Mean Squares with MATLAB®
Adaptive Filtering Fundamentals of Least Mean Squares with MATLAB®

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Adaptive filters are used in many diverse applications, appearing in everything from military instruments to cellphones and home appliances. Adaptive Filtering: Fundamentals of Least Mean Squares with MATLAB® covers the core concepts of this important field, focusing on a vital part of the statistical signal processing area?the least mean square (LMS) adaptive filter.

This largely self-contained text:

  • Discusses random variables, stochastic processes, vectors, matrices, determinants, discrete random signals, and probability distributions
  • Explains how to find the eigenvalues and eigenvectors of a matrix and the properties of the error surfaces
  • Explores the Wiener filter and its practical uses, details the steepest descent method, and develops the Newton?s algorithm
  • Addresses the basics of the LMS adaptive filter algorithm, considers LMS adaptive filter variants, and provides numerous examples
  • Delivers a concise introduction to MATLAB®, supplying problems, computer experiments, and more than 110 functions and script files

Featuring robust appendices complete with mathematical tables and formulas, Adaptive Filtering: Fundamentals of Least Mean Squares with MATLAB® clearly describes the key principles of adaptive filtering and effectively demonstrates how to apply them to solve real-world problems.

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  • Autor/a Alexander D. Poularikas
  • ISBN13 9781482253351
  • ISBN10 1482253356
  • Pàgines 363
  • Any Edició 2014
  • Fecha de publicación 26/09/2014
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Adaptive Filtering Fundamentals of Least Mean Squares with MATLAB®

Adaptive Filtering Fundamentals of Least Mean Squares with MATLAB®

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