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Low-rank matrix recovery with Ky Fan 2-k-norm
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Doan, Xuan Vinh and Vavasis, Stephen (2019) Low-rank matrix recovery with Ky Fan 2-k-norm. In: 6th World Congress on Global Optimization (WCGO 2019), Metz, France, 8-10 Jul 2019. Published in: Advances in Intelligent Systems and Computing, 991 pp. 310-319. ISBN 9783030218027. doi:10.1007/978-3-030-21803-4_32
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WRAP-low-rank-matrix-recovery-Ky-Fan-2-k-norm-Doan-2019.pdf - Accepted Version - Requires a PDF viewer. Download (1344Kb) | Preview |
Official URL: https://doi.org/10.1007/978-3-030-21803-4_32
Abstract
We propose Ky Fan 2-k-norm-based models for the non-convex low-rank matrix recovery problem. A general difference of convex algorithm (DCA) is developed to solve these models. Numerical results show that the proposed models achieve high recoverability rates.
Item Type: | Conference Item (Paper) | ||||||
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Divisions: | Faculty of Social Sciences > Warwick Business School > Operational Research & Management Sciences Faculty of Social Sciences > Warwick Business School |
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Series Name: | Advances in Intelligent Systems and Computing | ||||||
Journal or Publication Title: | Advances in Intelligent Systems and Computing | ||||||
Publisher: | Springer | ||||||
Place of Publication: | Cham | ||||||
ISBN: | 9783030218027 | ||||||
Book Title: | WCGO 2019: Optimization of Complex Systems: Theory, Models, Algorithms and Applications | ||||||
Editor: | Le Thi, H. and Le, H. and Pham Dinh, T. | ||||||
Official Date: | 15 June 2019 | ||||||
Dates: |
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Volume: | 991 | ||||||
Page Range: | pp. 310-319 | ||||||
DOI: | 10.1007/978-3-030-21803-4_32 | ||||||
Institution: | University of Warwick | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Reuse Statement (publisher, data, author rights): | This is a pre-copyedited version of a contribution published in Doan X.V., Vavasis S. (2020) Low-Rank Matrix Recovery with Ky Fan 2-k-Norm. In: Le Thi H., Le H., Pham Dinh T. (eds) Optimization of Complex Systems: Theory, Models, Algorithms and Applications. WCGO 2019. Advances in Intelligent Systems and Computing, vol 991. Springer, Cham. The definitive authenticated version is available online via https://doi.org/10.1007/978-3-030-21803-4_32 | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Date of first compliant deposit: | 10 April 2019 | ||||||
Date of first compliant Open Access: | 15 June 2020 | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | 6th World Congress on Global Optimization (WCGO 2019) | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Metz, France | ||||||
Date(s) of Event: | 8-10 Jul 2019 | ||||||
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