DocumentCode
3433107
Title
A note on generalized factor analysis models
Author
Bottegal, Giulio ; Picci, Giorgio
Author_Institution
Department of Information Engineering, University of Padova, Italy
fYear
2011
fDate
12-15 Dec. 2011
Firstpage
1485
Lastpage
1490
Abstract
An interesting generalization of dynamic factor analysis models has been proposed recently by Forni, Lippi and collaborators. These models, called generalized dynamic factor analysis models describe observations of infinite cross-sectional dimension. Quite surprisingly the inherent non-uniqueness of factor analysis models does not occur in this generalized context. We attempt an explanation of this fact by restricting the analysis to static generalized factor models. We show that there is a natural interpretation of generalized factor analysis models in terms of Wold decomposition of stationary sequences. A stationary sequence admits a (unique) generalized factor analysis decomposition if and only if two rather natural conditions are satisfied.
Keywords
Analytical models; Biological system modeling; Covariance matrix; Eigenvalues and eigenfunctions; Noise; Random variables; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location
Orlando, FL, USA
ISSN
0743-1546
Print_ISBN
978-1-61284-800-6
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2011.6160807
Filename
6160807
Link To Document