Collaborative adaptive learning using hybrid filters

D. Mandic; P. Vayanos; C. Boukis; B. Jelfs; S. L. Goh; T. Gautama; T. Rutkowski

doi:10.1109/ICASSP.2007.366831

Collaborative adaptive learning using hybrid filters

D. Mandic^*, P. Vayanos, C. Boukis, B. Jelfs, S. L. Goh, T. Gautama, T. Rutkowski

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

30 Citations (Scopus)

Abstract

A novel stable and robust algorithm for training of finite impulse response adaptive filters is proposed. This is achieved based on a convex combination of the Least Mean Square (LMS) and a recently proposed Generalised Normalised Gradient Descent (GNGD) algorithm. In this way, the desirable fast convergence and stability of GNGD is combined with the robustness and small steady state misadjustment of LMS. Simulations on linear and nonlinear signals in the prediction setting support the analysis.

Original language	English
Title of host publication	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Pages	III921-III924
DOIs	https://doi.org/10.1109/ICASSP.2007.366831
Publication status	Published - 2007
Externally published	Yes
Event	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 - Honolulu, HI, United States Duration: 15 Apr 2007 → 20 Apr 2007

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	3
ISSN (Print)	1520-6149

Conference

Conference	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Country/Territory	United States
City	Honolulu, HI
Period	15/04/07 → 20/04/07

Keywords

Adaptive
Collaborative SP
Distributed

ASJC Scopus subject areas

Software
Signal Processing
Electrical and Electronic Engineering

Access to Document

10.1109/ICASSP.2007.366831

Cite this

Mandic, D., Vayanos, P., Boukis, C., Jelfs, B., Goh, S. L., Gautama, T., & Rutkowski, T. (2007). Collaborative adaptive learning using hybrid filters. In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 (pp. III921-III924). Article 4217861 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 3). https://doi.org/10.1109/ICASSP.2007.366831

@inproceedings{e155bd54965b4420b6120fcb769a64ee,

title = "Collaborative adaptive learning using hybrid filters",

abstract = "A novel stable and robust algorithm for training of finite impulse response adaptive filters is proposed. This is achieved based on a convex combination of the Least Mean Square (LMS) and a recently proposed Generalised Normalised Gradient Descent (GNGD) algorithm. In this way, the desirable fast convergence and stability of GNGD is combined with the robustness and small steady state misadjustment of LMS. Simulations on linear and nonlinear signals in the prediction setting support the analysis.",

keywords = "Adaptive, Collaborative SP, Distributed",

author = "D. Mandic and P. Vayanos and C. Boukis and B. Jelfs and Goh, {S. L.} and T. Gautama and T. Rutkowski",

year = "2007",

doi = "10.1109/ICASSP.2007.366831",

language = "English",

isbn = "1424407281",

series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

pages = "III921--III924",

booktitle = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07",

note = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 ; Conference date: 15-04-2007 Through 20-04-2007",

}

Mandic, D, Vayanos, P, Boukis, C, Jelfs, B, Goh, SL, Gautama, T & Rutkowski, T 2007, Collaborative adaptive learning using hybrid filters. in 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07., 4217861, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 3, pp. III921-III924, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07, Honolulu, HI, United States, 15/04/07. https://doi.org/10.1109/ICASSP.2007.366831

Collaborative adaptive learning using hybrid filters. / Mandic, D.; Vayanos, P.; Boukis, C. et al.
2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. 2007. p. III921-III924 4217861 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 3).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Collaborative adaptive learning using hybrid filters

AU - Mandic, D.

AU - Vayanos, P.

AU - Boukis, C.

AU - Jelfs, B.

AU - Goh, S. L.

AU - Gautama, T.

AU - Rutkowski, T.

PY - 2007

Y1 - 2007

N2 - A novel stable and robust algorithm for training of finite impulse response adaptive filters is proposed. This is achieved based on a convex combination of the Least Mean Square (LMS) and a recently proposed Generalised Normalised Gradient Descent (GNGD) algorithm. In this way, the desirable fast convergence and stability of GNGD is combined with the robustness and small steady state misadjustment of LMS. Simulations on linear and nonlinear signals in the prediction setting support the analysis.

AB - A novel stable and robust algorithm for training of finite impulse response adaptive filters is proposed. This is achieved based on a convex combination of the Least Mean Square (LMS) and a recently proposed Generalised Normalised Gradient Descent (GNGD) algorithm. In this way, the desirable fast convergence and stability of GNGD is combined with the robustness and small steady state misadjustment of LMS. Simulations on linear and nonlinear signals in the prediction setting support the analysis.

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KW - Distributed

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U2 - 10.1109/ICASSP.2007.366831

DO - 10.1109/ICASSP.2007.366831

M3 - Conference contribution

AN - SCOPUS:34547498123

SN - 1424407281

SN - 9781424407286

T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

SP - III921-III924

BT - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

T2 - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

Y2 - 15 April 2007 through 20 April 2007

ER -

Mandic D, Vayanos P, Boukis C, Jelfs B, Goh SL, Gautama T et al. Collaborative adaptive learning using hybrid filters. In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. 2007. p. III921-III924. 4217861. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/ICASSP.2007.366831

Collaborative adaptive learning using hybrid filters

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

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