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DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS

Abstract: 

In this paper, we use the set-membership normalized least-mean-square (SM-NLMS) algorithm to censor the data set in big data applications. First, we use the distribution of the noise signal and the excess of the steady-state mean-square error (EMSE) to estimate the threshold for the desired update rate in the single threshold SM-NLMS (ST-SM-NLMS) algorithm. Then, we introduce the double threshold SM-NLMS (DT-SM-NLMS) algorithm which defines an acceptable
range of the error signal. This algorithm censors the data with very low and very high output estimation error.
Numerical results confirm the effectiveness of the estimated threshold and corroborate the superior performance of the DT-SM-NLMS algorithm.

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Paper Details

Authors:
Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah
Submitted On:
10 November 2017 - 12:09pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Paulo Sergio Ramirez Diniz
Paper Code:
MLSP-O.1.5
Document Year:
2017
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DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS

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[1] Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah, "DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2295. Accessed: Oct. 16, 2018.
@article{2295-17,
url = {http://sigport.org/2295},
author = {Paulo Sergio Ramirez Diniz; Hamed Yazdanpanah },
publisher = {IEEE SigPort},
title = {DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS},
year = {2017} }
TY - EJOUR
T1 - DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS
AU - Paulo Sergio Ramirez Diniz; Hamed Yazdanpanah
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2295
ER -
Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah. (2017). DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS. IEEE SigPort. http://sigport.org/2295
Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah, 2017. DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS. Available at: http://sigport.org/2295.
Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah. (2017). "DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS." Web.
1. Paulo Sergio Ramirez Diniz, Hamed Yazdanpanah. DATA CENSORING WITH SET-MEMBERSHIP ALGORITHMS [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2295