Title :
On the Unimodality of Deflation based Fast ICA Contrast
Author :
Gupta, Malay ; Santhanam, Balu
Author_Institution :
Dept. of Electr. & Comput. Eng., New Mexico Univ., Albuquerque, NM
fDate :
Oct. 28 2005-Nov. 1 2005
Abstract :
A general behavioral analysis of the contrast surface for the negentropy based ICA is performed. It is shown that while the convexity of the nonlinearity employed is certainly sufficient to guarantee unimodality of the contrast surface, a milder form of local convexity also ensures unimodality. Several classes of nonlinearities that preserve the unimodality are also introduced. Computer simulations are then used to illustrate the effect of non-convexity on the source separation capabilities of the deflation mode fast-ICA algorithm
Keywords :
entropy; independent component analysis; source separation; deflation mode fast-ICA algorithm; negentropy based ICA; source separation; unimodality; AWGN; Application software; Computer simulation; Convergence; Independent component analysis; Performance analysis; Principal component analysis; Robustness; Source separation; Stability;
Conference_Titel :
Signals, Systems and Computers, 2005. Conference Record of the Thirty-Ninth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
1-4244-0131-3
DOI :
10.1109/ACSSC.2005.1599740
