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  Blind separation of post-nonlinear mixtures using gaussianizing transformations and temporal decorrelation

Ziehe, A., Kawanabe, M., Harmeling, S., & Müller, K.-R. (2003). Blind separation of post-nonlinear mixtures using gaussianizing transformations and temporal decorrelation. In S.-I. Amari, A. Cichocki, S. Makino, & N. Murata (Eds.), Fourth International Symposium on Independent Component Analysis and Blind Signal Separation (ICA 2003) (pp. 269-274).

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-DCB5-E Version Permalink: http://hdl.handle.net/21.11116/0000-0005-71D9-7
Genre: Conference Paper

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http://www.kecl.ntt.co.jp/icl/signal/ica2003/ (Publisher version)
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 Creators:
Ziehe, A, Author
Kawanabe, M, Author
Harmeling, S1, Author              
Müller, K-R1, Author              
Affiliations:
1External Organizations, ou_persistent22              

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 Abstract: At the previous workshop (ICA2001) we proposed the ACE-TD method that reduces the post-nonlinear blind source separation problem (PNL BSS) to a linear BSS problem. The method utilizes the Alternating Conditional Expectation (ACE) algorithm to approximately invert the (post-)non-linear functions. In this contribution, we propose an alternative procedure called Gaussianizing transformation, which is motivated by the fact that linearly mixed signals before nonlinear transformation are approximately Gaussian distributed. This heuristic, but simple and efficient procedure yields similar results as the ACE method and can thus be used as a fast and effective equalization method. After equalizing the nonlinearities, temporal decorrelation separation (TDSEP) allows us to recover the source signals. Numerical simulations on realistic examples are performed to compare "Gauss-TD" with "ACE-TD".

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Language(s):
 Dates: 2003-04
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 6357
 Degree: -

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Title: Fourth International Symposium on Independent Component Analysis and Blind Signal Separation (ICA 2003)
Place of Event: Nara, Japan
Start-/End Date: 2003-04-01 - 2003-04-04

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Title: Fourth International Symposium on Independent Component Analysis and Blind Signal Separation (ICA 2003)
Source Genre: Proceedings
 Creator(s):
Amari, S-I, Editor
Cichocki, A, Editor
Makino, S, Editor
Murata, N, Editor
Affiliations:
-
Publ. Info: -
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 269 - 274 Identifier: -