DocumentCode
1670096
Title
On intraference and its implications in complex-valued signal processing
Author
Took, Clive Cheong ; Douglas, Scott C. ; Mandic, Danilo
Author_Institution
Dept. of Comput., Univ. of Surrey, Guildford, UK
fYear
2013
Firstpage
3934
Lastpage
3937
Abstract
We introduce the concept of intra-ference in order to quantify the degree to which the integrity of bivariate (or complex) sources is preserved in applications based on matrix decompositions of bivariate data. This is achieved by examining the pseudocovariance matrix of noncircular complex sources, and by recognising that the pseudocovariance is intrinsically complex valued. We illuminate how the existing decompositions such as the strong uncorrelating transform (SUT) not only decorrelate the bivariate sources from one another, but also decorrelate and scatter the data channels within each bivariate source, thus violating source integrity. Examples showing that the intra-ference arises due to the phase ambiguity in the existing matrix decompositions support the approach.
Keywords
covariance matrices; independent component analysis; matrix decomposition; signal processing; telecommunication channels; SUT; bivariate data; complex-valued signal processing; data channels; intraference; matrix decompositions; noncircular complex sources; phase ambiguity; pseudocovariance matrix; strong uncorrelating transform; Approximation methods; Correlation; Decorrelation; Educational institutions; Matrix decomposition; Signal to noise ratio; augmented complex statistics; independent component analysis; intraference; pseudocovariance;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location
Vancouver, BC
ISSN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2013.6638396
Filename
6638396
Link To Document