DocumentCode
417390
Title
A statistical analysis of the multi-split LMS algorithm
Author
Resende, L.S. ; Rocha, C.A.F. ; Bermudez, J.C.M. ; Bellanger, M.G.
Author_Institution
Univ. Fed. de Santa Catarina, Florianopolis, Brazil
Volume
2
fYear
2004
fDate
17-21 May 2004
Abstract
The paper presents a statistical analysis of the multi-split LMS algorithm. Deterministic recursions are obtained for the mean weight vector and the mean square error. Simulation results display excellent agreement with the theoretical predictions, and enable us to validate the proposed models for both transient and steady-state behaviors.
Keywords
Wiener filters; adaptive filters; deterministic algorithms; filtering theory; least mean squares methods; statistical analysis; transient response; Wiener filter; adaptive systems; filter impulse response; mean square error; mean weight vector; multi-split LMS algorithm; multi-split transversal filtering; statistical analysis; steady-state behavior; transient behavior; Adaptive systems; Analytical models; Filtering; Least squares approximation; Mean square error methods; Predictive models; Statistical analysis; Steady-state; Transversal filters; Wiener filter;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-8484-9
Type
conf
DOI
10.1109/ICASSP.2004.1326293
Filename
1326293
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