Statistical analysis of a signal separation method based on second-order statistics

Citation
T. Gustafsson et al., Statistical analysis of a signal separation method based on second-order statistics, IEEE SIGNAL, 49(2), 2001, pp. 441-444
Citations number
5
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
2
Year of publication
2001
Pages
441 - 444
Database
ISI
SICI code
1053-587X(200102)49:2<441:SAOASS>2.0.ZU;2-V
Abstract
This correspondence explores a method for separation of dynamically mixed s ources, which is based on second-order statistics. Here, a statistical anal ysis is given of a generalized version of the original algorithm, The gener alized method includes a weighting matrix, and a result of the statistical analysis is that the best possible weighting is found. In eases where the s ources have similar color, the weighted algorithm significantly improves th e estimates of the mixing parameters. The problem of model validation Is di scussed as well.