UTV Expansion Pack: Special-purpose rank-revealing algorithms

This collection of Matlab 7.0 software supplements and complements the package UTV Tools from 1999, and includes implementations of special-purpose rank-revealing algorithms developed since the publication of the original package. We provide algorithms for computing and modifying symmetric rank-reve...

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Veröffentlicht in:Numerical algorithms 2005-09, Vol.40 (1), p.47-66
Hauptverfasser: Fierro, Ricardo D., Hansen, Per Christian
Format: Artikel
Sprache:eng
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Zusammenfassung:This collection of Matlab 7.0 software supplements and complements the package UTV Tools from 1999, and includes implementations of special-purpose rank-revealing algorithms developed since the publication of the original package. We provide algorithms for computing and modifying symmetric rank-revealing VSV decompositions, we expand the algorithms for the ULLV decomposition of a matrix pair to handle interference-type problems with a rank-deficient covariance matrix, and we provide a robust and reliable Lanczos algorithm which – despite its simplicity – is able to capture all the dominant singular values of a sparse or structured matrix. These new algorithms have applications in signal processing, optimization and LSI information retrieval.
ISSN:1017-1398
1572-9265
DOI:10.1007/s11075-005-2263-2