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An Extended Online Fast-ICA Algorithm.

Authors :
Wang, Jun
Yi, Zhang
Zurada, Jacek M.
Lu, Bao-Liang
Yin, Hujun
Wang, Gang
Rao, Ni-ni
Zhang, Zhi-lin
Mo, Quanyi
Wang, Pu
Source :
Advances in Neural Networks - ISNN 2006; 2006, p1109-1114, 6p
Publication Year :
2006

Abstract

Hyävrinen and Oja have proposed an offline Fast-ICA algorithm. But it converge slowly in online form. By using the online whitening algorithm, and applying nature Riemannian gradient in Stiefel manifold, we present in this paper an extended online Fast-ICA algorithm, which can perform online blind source separation (BSS) directly using unwhitened observations. Computer simulation resluts are given to demonstrate the effectiveness and validity of our algorithm. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540344391
Database :
Supplemental Index
Journal :
Advances in Neural Networks - ISNN 2006
Publication Type :
Book
Accession number :
32883778
Full Text :
https://doi.org/10.1007/11759966_163