• 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