Abstract
SVD, whereby the singular values are unique up to a permutation, and the left- and right-singular vectors are coupled through a joint ambiguity w.r.t.~an arbitrary allpass function. We demonstrate how some state-of-the-art polynomial matrix decomposition algorithms approximate this solution, motivating the need for dedicated algorithms.
| Original language | English |
|---|---|
| Pages (from-to) | 2260-2275 |
| Number of pages | 16 |
| Journal | IEEE Transactions on Signal Processing |
| Volume | 72 |
| Early online date | 11 Apr 2024 |
| DOIs | |
| Publication status | Published - 8 May 2024 |
Funding
This work was supported in part by the Engineering and Physical Sciences Research Council (EPSRC) under Grant EP/S000631/1 and in part by the MOD University Defence Research Collaboration in Signal Processing. The work of G. Barbarino was supported in part by Alfred Kordelinin Säätiö under Grant 210122, and in part by the European Union (ERC consolidator Grant, eLinoR, 101085607). G. Barbarino is member of the Research Group GNCS (Gruppo Nazionale per il Calcolo Scientifico) of INdAM (Istituto Nazionale di Alta Matematica).
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 9 Industry, Innovation, and Infrastructure
Keywords
- matrix decomposition
- signal processing algorithms
- vectors
- approximation algorithms
- singular value decomposition
- indexes
Fingerprint
Dive into the research topics of 'On properties and structure of the analytic singular value decomposition'. Together they form a unique fingerprint.Projects
- 1 Finished
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Signal Processing in the Information Age (UDRC III)
Weiss, S. (Principal Investigator) & Stankovic, V. (Co-investigator)
EPSRC (Engineering and Physical Sciences Research Council)
1/07/18 → 31/03/24
Project: Research
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Best least squares paraunitary approximation: analytic Procrustes problem
Weiss, S., Schlecht, S. J. & Moonen, M., 11 Feb 2026, In: IEEE Transactions on Signal Processing. 74, p. 904-919 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Downloads (Pure) -
Extraction of analytic singular values of a polynomial matrix
Khattak, F. A., Bakhit, M., Proudler, I. K. & Weiss, S., 30 Aug 2024, 32nd European Signal Processing Conference: EUSIPCO 2024. Piscataway, NJ: IEEE, p. 1297-1301 5 p. 1769Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book
Open AccessFile -
Paraunitary approximation of matrices of analytic functions - the polynomial procrustes problem
Weiss, S., Schlecht, S. J., Das, O. & De Sena, E., 27 Feb 2024, (E-pub ahead of print) In: Science Talks. 10 p., 100318.Research output: Contribution to journal › Article › peer-review
Open AccessFile8 Downloads (Pure)
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