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Slides for I-SM-PUAP algorithm presentation

Abstract: 

In this presentation, we present an improved set-membership partial-update
affine projection (I-SM-PUAP) algorithm, aiming at
accelerating the convergence, and decreasing the update rates
and the computational complexity of the set-membership
partial-update affine projection (SM-PUAP) algorithm. To
meet these targets, we constrain the weight vector perturbation
to be bounded by a hypersphere instead of the threshold
hyperplanes as in the standard algorithm. We use the distance
between the present weight vector and the expected update
in the standard set-membership affine projection (SM-AP)
algorithm to construct the hypersphere. With this strategy,
the new algorithm shows better behavior in the early iterations.
Simulation results verify the excellent performance of
the proposed algorithm related to the convergence rate and
the required number of updates.

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Paper Details

Authors:
Paulo S. R. Diniz, Hamed Yazdanpanah
Submitted On:
15 March 2016 - 8:58pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Hamed Yazdanpanah
Document Year:
2016
Cite

Document Files

ICASSP2016_Presentation_diniz.pdf

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[1] Paulo S. R. Diniz, Hamed Yazdanpanah, "Slides for I-SM-PUAP algorithm presentation", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/699. Accessed: May. 22, 2019.
@article{699-16,
url = {http://sigport.org/699},
author = {Paulo S. R. Diniz; Hamed Yazdanpanah },
publisher = {IEEE SigPort},
title = {Slides for I-SM-PUAP algorithm presentation},
year = {2016} }
TY - EJOUR
T1 - Slides for I-SM-PUAP algorithm presentation
AU - Paulo S. R. Diniz; Hamed Yazdanpanah
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/699
ER -
Paulo S. R. Diniz, Hamed Yazdanpanah. (2016). Slides for I-SM-PUAP algorithm presentation. IEEE SigPort. http://sigport.org/699
Paulo S. R. Diniz, Hamed Yazdanpanah, 2016. Slides for I-SM-PUAP algorithm presentation. Available at: http://sigport.org/699.
Paulo S. R. Diniz, Hamed Yazdanpanah. (2016). "Slides for I-SM-PUAP algorithm presentation." Web.
1. Paulo S. R. Diniz, Hamed Yazdanpanah. Slides for I-SM-PUAP algorithm presentation [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/699