Properties of Zero-Free Spectral Matrices
Authors:
- Brian D. O. AndersonBABrian D. O. Anderson
- Manfred DeistlerMDManfred Deistler
- 22 September 2009
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 54 (10) , 2365-2375
Abstract
In factor analysis, which is used for example in econometrics, by definition the number of latent variables has to exceed the number of factor variables. The associated transfer function matrix has more rows than columns, and when the factor variables are independent zero mean white noise sequences and the transfer function matrix is stable, then the output spectrum is singular. While a related paper focusses on the properties of such a nonsquare transfer function matrix, in this paper, we explore a number of properties of the spectral matrix and associated covariance sequence. In particular, a zero free minimum degree spectral factor can be computed with a finite number of rational calculations from the spectrum (in contrast to typical spectral factor calculations), assuming the spectrum fulfills a generic condition. Application of the result to Kalman filtering is indicated, and presentation of the results is also achieved using finite block Toeplitz matrices with entries obtained from the covariance of the latent variable vector.Keywords
This publication has 13 references indexed in Scilit:
- Properties of Zero-Free Transfer Function MatricesSICE Journal of Control, Measurement, and System Integration, 2008
- Output-Induced Subspaces, Invariant Directions, and Interpolation in Linear Discrete-Time Stochastic SystemsSIAM Journal on Control and Optimization, 1997
- Zeros of Spectral Factors, the Geometry of Splitting Subspaces, and the Algebraic Riccati InequalitySIAM Journal on Control and Optimization, 1995
- Stable inversion of linear systemsIEEE Transactions on Automatic Control, 1977
- Partial realization of random systemsAutomatica, 1972
- Constant directions of the Riccati equationAutomatica, 1972
- Correlated noise filtering and invariant directions for the Riccati equationIEEE Transactions on Automatic Control, 1970
- Properties of infinite covariance matrices and stability of optimum predictorsInformation Sciences, 1969
- The inverse problem of stationary covariance generationJournal of Statistical Physics, 1969
- On the factorization of rational matricesIEEE Transactions on Information Theory, 1961