GENERALIZED EIGENDECOMPOSITION WITH AN ONLINE LOCAL ALGORITHM

Citation
Dx. Xu et al., GENERALIZED EIGENDECOMPOSITION WITH AN ONLINE LOCAL ALGORITHM, IEEE signal processing letters, 5(11), 1998, pp. 298-301
Citations number
12
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
10709908
Volume
5
Issue
11
Year of publication
1998
Pages
298 - 301
Database
ISI
SICI code
1070-9908(1998)5:11<298:GEWAOL>2.0.ZU;2-K
Abstract
This letter presents a novel, on-line, local learning algorithm to obt ain generalized eigenvalues and their corresponding eigenvectors in de scending order with a Linear adaptive fitter. The filter is composed o f a set of forward linear projections constrained by lateral inhibitio ns. Equilibrium points of the adaptation process and their stability a re briefly analyzed. Simulations and experimental comparisons are give n to verify the validity and effectiveness of the proposed algorithm.