Sensitivity eigenanalysis for single shift-invariant subspace-based methods

Authors
Citation
Fsv. Bazan, Sensitivity eigenanalysis for single shift-invariant subspace-based methods, SIGNAL PROC, 80(1), 2000, pp. 89-100
Citations number
31
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
SIGNAL PROCESSING
ISSN journal
01651684 → ACNP
Volume
80
Issue
1
Year of publication
2000
Pages
89 - 100
Database
ISI
SICI code
0165-1684(200001)80:1<89:SEFSSS>2.0.ZU;2-1
Abstract
A signal eigenvalue sensitivity analysis for subspace-based methods that ex ploit the shift-invariance property present in the signal subspace is consi dered. It is proved that signal eigenvalues are rather insensitive to small perturbations in the data provided the dimension of the problem is large e nough and the eigenvalues themselves are not extremely close to each other. In addition, bounds on the signal eigenvalue error that depend on both the largest canonical angle between the exact and approximate signal subspace and the dimension of the data matrix are provided. The theory is illustrate d by a numerical example where a signal taken from the literature is analys ed. (C) 2000 Elsevier Science B.V. All rights reserved.