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Convergence analysis of an SVD-based algorithm for the best rank-1 tensor approximation

This paper revisits the classical problem of finding the best rank-1 approximation to a generic tensor. The main focus is on providing a mathematical proof for the convergence of the iterates of an SVD-based algorithm. In contrast to the conventional …

Numerical computation for orthogonal low-rank approximation of tensors

In this paper we study the orthogonal low-rank approximation problem of tensors in the general setting in the sense that more than one matrix factor is required to be mutually orthonormal, which includes the completely orthogonal low-rank …

Solutions of minus partial ordering equations over von Neumann regular rings

In this paper, we mainly derive the general solutions of two systems of minus partial ordering equations over von Neumann regular rings. Meanwhile, some special cases are correspondingly presented. As applications, we give some necessary and …

SVD-based algorithms for the best rank-1 approximation of a symmetric tensor

This paper revisits this problem of finding the best rank-1 approximation to a symmetric tensor and makes three contributions. First, in contrast to the many long and lingering arguments in the literature, it offers a straightforward justification …