Analysis of momentum adaptive filtering algorithms

  • Authors:

  • R. Sharma;W.A. Sethares;J.A. Bucklew

  • Affiliations:

  • ERIM Int., Ann Arbor, MI;-;-

  • Venue:
  • IEEE Transactions on Signal Processing
  • Year:
  • 1998

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Abstract

This article analyzes the momentum LMS algorithm and other momentum algorithms using asymptotic techniques that provide information regarding the almost sure behavior of the parameter estimates and their asymptotic distribution. The analysis does not make any assumptions on the autocorrelation function of the input process