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Rank-one matrix completion is solved by the sum-of-squares relaxation of order two

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dc.contributor Massachusetts Institute of Technology. Department of Mathematics
dc.contributor Demanet, Laurent
dc.creator Cosse, Augustin
dc.creator Demanet, Laurent
dc.date 2017-06-26T23:18:45Z
dc.date 2017-06-26T23:18:45Z
dc.date 2016-01
dc.date.accessioned 2023-03-01T18:08:21Z
dc.date.available 2023-03-01T18:08:21Z
dc.identifier 978-1-4799-1963-5
dc.identifier http://hdl.handle.net/1721.1/110289
dc.identifier Cosse, Augustin, and Laurent Demanet. “Rank-One Matrix Completion Is Solved by the Sum-of-Squares Relaxation of Order Two.” 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) (December 2015). ©2015 IEEE
dc.identifier https://orcid.org/0000-0001-7052-5097
dc.identifier.uri http://localhost:8080/xmlui/handle/CUHPOERS/278895
dc.description This note studies the problem of nonsymmetric rank-one matrix completion. We show that in every instance where the problem has a unique solution, one can recover the original matrix through the second round of the sum-of-squares/Lasserre hierarchy with minimization of the trace of the moments matrix. Our proof system is based on iteratively building a sum of N - 1 linearly independent squares, where N is the number of monomials of degree at most two, corresponding to the canonical basis (z[superscript α] - z[subscript 0][superscript α])[superscript 2]. Those squares are constructed from the ideal I generated by the constraints and the monomials provided by the minimization of the trace.
dc.description United States. Office of Naval Research
dc.description National Science Foundation (U.S.)
dc.description TOTAL (Firm)
dc.format application/pdf
dc.language en_US
dc.publisher Institute of Electrical and Electronics Engineers (IEEE)
dc.relation http://dx.doi.org/10.1109/CAMSAP.2015.7383723
dc.relation 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)
dc.rights Creative Commons Attribution-Noncommercial-Share Alike
dc.rights http://creativecommons.org/licenses/by-nc-sa/4.0/
dc.source MIT web domain
dc.title Rank-one matrix completion is solved by the sum-of-squares relaxation of order two
dc.type Article
dc.type http://purl.org/eprint/type/ConferencePaper


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