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Compact Cramér-Rao Bound Expression for Independent Component Analysis.

Authors :
Ollila, Esa
Hyon-Jung Kim
Koivunen, Visa
Source :
IEEE Transactions on Signal Processing. Apr2008, Vol. 56 Issue 4, p1421-1428. 8p.
Publication Year :
2008

Abstract

Despite of the increased interest in independent component analysis (ICA) during the past two decades, a simple closed form expression of the Cramér-Rao bound (CRB) for the demixing matrix estimation has not been established in the open literature. In the present paper we fill this gap by deriving a simple closed-form expression for the CRB of the demixing matrix directly from its definition. A simulation study comparing ICA estimators with the CRB is given. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1053587X
Volume :
56
Issue :
4
Database :
Academic Search Index
Journal :
IEEE Transactions on Signal Processing
Publication Type :
Academic Journal
Accession number :
31526191
Full Text :
https://doi.org/10.1109/TSP.2007.910484