Properties of Zero-Free Spectral Matrices
| dc.contributor.author | Anderson, Brian | |
| dc.contributor.author | Deistler, Manfred | |
| dc.date.accessioned | 2015-12-10T22:25:39Z | |
| dc.date.issued | 2009 | |
| dc.date.updated | 2016-02-24T10:59:39Z | |
| dc.description.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. | |
| dc.identifier.issn | 0018-9286 | |
| dc.identifier.uri | http://hdl.handle.net/1885/53577 | |
| dc.publisher | Institute of Electrical and Electronics Engineers (IEEE Inc) | |
| dc.source | IEEE Transactions on Automatic Control | |
| dc.subject | Keywords: Block Toeplitz matrices; Factor analysis; Finite number; Kalman filtering; Latent variable; Minimum degree; Output spectrum; Spectral factorization; Spectral factors; Spectral matrices; System identification; Transfer function matrix; White noise sequence Kalman filtering; Spectral factorization; Stochastic systems; System identification | |
| dc.title | Properties of Zero-Free Spectral Matrices | |
| dc.type | Journal article | |
| local.bibliographicCitation.issue | 10 | |
| local.bibliographicCitation.lastpage | 2375 | |
| local.bibliographicCitation.startpage | 2365 | |
| local.contributor.affiliation | Anderson, Brian, College of Engineering and Computer Science, ANU | |
| local.contributor.affiliation | Deistler, Manfred, Vienna University of Technology | |
| local.contributor.authoruid | Anderson, Brian, u8104642 | |
| local.description.embargo | 2037-12-31 | |
| local.description.notes | Imported from ARIES | |
| local.identifier.absfor | 091302 - Automation and Control Engineering | |
| local.identifier.ariespublication | u4334215xPUB277 | |
| local.identifier.citationvolume | 54 | |
| local.identifier.doi | 10.1109/TAC.2009.2028976 | |
| local.identifier.scopusID | 2-s2.0-70350337950 | |
| local.identifier.thomsonID | 000270950200008 | |
| local.type.status | Published Version |
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