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Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki, 2018, Volume 160, Book 4, Pages 788–796 (Mi uzku1497)  

A low-rank approximation of tensors and the topological group structure of invertible matrices

R. N. Gumerov, A. Sh. Sharafutdinov

Kazan Federal University, Kazan, 420008 Russia
References:
Abstract: By a tensor we mean an element of the tensor product of vector spaces over a field. Up to a choice of bases in factors of tensor products, every tensor may be coordinatized, i.e., represented as an array consisting of numbers. The properties of the tensor rank, which is a natural generalization of the matrix rank, have been considered in this paper. The topological group structure of invertible matrices has been studied. The multilinear matrix multiplication has been discussed from the viewpoint of transformation groups. We treat a low-rank tensor approximation in finite-dimensional tensor products. It has been shown that the problem on determining the best rank-$n$ approximation for a tensor of size $n\times n \times 2$ has no solution. To this end, we have used an approximation by matrices with simple spectra.
Keywords: approximation by matrices with simple spectra, group action, low-rank tensor approximation, norm on tensor space, open mapping, simple spectrum of matrix, tensor rank, topological group of invertible matrices, topological transformation group.
Funding agency Grant number
Ministry of Education and Science of the Russian Federation 1.13556.2019/13.1
The research was funded by the subsidy allocated to Kazan Federal University for the state assignment in the sphere of scientific activities, project no. 1.13556.2019/13.1.
Received: 25.10.2017
Document Type: Article
UDC: 512.64+517.98
Language: English
Citation: R. N. Gumerov, A. Sh. Sharafutdinov, “A low-rank approximation of tensors and the topological group structure of invertible matrices”, Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki, 160, no. 4, Kazan University, Kazan, 2018, 788–796
Citation in format AMSBIB
\Bibitem{GumSha18}
\by R.~N.~Gumerov, A.~Sh.~Sharafutdinov
\paper A low-rank approximation of tensors and the topological group structure of invertible matrices
\serial Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki
\yr 2018
\vol 160
\issue 4
\pages 788--796
\publ Kazan University
\publaddr Kazan
\mathnet{http://mi.mathnet.ru/uzku1497}
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  • https://www.mathnet.ru/eng/uzku/v160/i4/p788
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    Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki
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