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This paper addresses the detection of a low rank high-dimensional tensor corrupted by an additive complex Gaussian noise. In the asymptotic regime where all the dimensions of the tensor converge towards $+\infty$ at the same rate, existing…

信号处理 · 电气工程与系统科学 2018-02-21 Antoine Chevreuil , Philippe Loubaton

In problems involving approximation, completion, denoising, dimension reduction, estimation, interpolation, modeling, order reduction, regression, etc, we argue that the near-universal practice of assuming that a function, matrix, or tensor…

数值分析 · 数学 2019-02-12 Ke Ye , Lek-Heng Lim

Given tensors $T$ and $T'$ of order $k$ and $k'$ respectively, the tensor product $T \otimes T'$ is a tensor of order $k+k'$. It was recently shown that the tensor rank can be strictly submultiplicative under this operation…

We present several conditions for generic uniqueness of tensor decompositions of multilinear rank (1,L_{1}, L_{1}),..., (1, L_{R}, L_{R}) terms. In geometric language, we prove that the joins of relevant subspace varieties are not…

代数几何 · 数学 2013-01-08 Ming Yang

The matrix rank and its positive versions are robust for small approximations, i.e. they do not decrease under small perturbations. In contrast, the multipartite tensor rank can collapse for arbitrarily small errors, i.e. there may be a gap…

量子物理 · 物理学 2025-03-03 Andreas Klingler , Tim Netzer , Gemma De les Coves

We describe a simple, black-box compression format for tensors with a multiscale structure. By representing the tensor as a sum of compressed tensors defined on increasingly coarse grids, we capture low-rank structures on each grid-scale,…

数值分析 · 数学 2020-08-18 Oscar Mickelin , Sertac Karaman

A recent general model of entanglement, [5], that goes much beyond the usual one based on tensor products of vector spaces is further developed here. It is shown that the usual Cartesian product can be seen as two extreme particular…

综合物理 · 物理学 2008-07-10 Elemer E Rosinger

A matrix always has a full rank submatrix such that the rank of this matrix is equal to the rank of that submatrix. This property is one of the corner stones of the matrix rank theory. We call this property the max-full-rank-submatrix…

环与代数 · 数学 2020-05-06 Liqun Qi , Xinzhen Zhang , Yannan Chen

We consider representations of tensors as sums of decomposable tensors or, equivalently, decomposition of multilinear forms into one--forms. In this short note we show that there exists a particular finite strongly orthogonal decomposition…

数值分析 · 数学 2014-09-19 Juan Manuel Peña , Tomas Sauer

We construct a lower bound of the tensor rank for a new class of tensors, which we call persistent tensors. We present three specific families of persistent tensors, of which the lower bound is tight. We show that there is a chain of…

量子物理 · 物理学 2024-02-07 Masoud Gharahi , Vladimir Lysikov

The decomposition locus of a tensor is the set of rank-one tensors appearing in a minimal tensor-rank decomposition of the tensor. For tensors lying on the tangential variety of any Segre variety, but not on the variety itself, we show that…

代数几何 · 数学 2024-07-26 Alessandra Bernardi , Alessandro Oneto , Pierpaola Santarsiero

There has been continued interest in seeking a theorem describing optimal low-rank approximations to tensors of order 3 or higher, that parallels the Eckart-Young theorem for matrices. In this paper, we argue that the naive approach to this…

数值分析 · 数学 2008-04-01 Vin de Silva , Lek-Heng Lim

We solve a long-standing conjecture by Barker, proving that the minimal and maximal tensor products of two finite-dimensional proper cones coincide if and only if one of the two cones is generated by a linearly independent set. Here, given…

泛函分析 · 数学 2021-08-26 Guillaume Aubrun , Ludovico Lami , Carlos Palazuelos , Martin Plavala

We address the problem of the additivity of the tensor rank. That is for two independent tensors we study if the rank of their direct sum is equal to the sum of their individual ranks. A positive answer to this problem was previously known…

代数几何 · 数学 2019-08-06 Jarosław Buczyński , Elisa Postinghel , Filip Rupniewski

We introduce a new criterion which tests if a given decomposition of a given ternary form $T$ of even degree is unique. The criterion is based on the analysis of the Hilbert function of the projective set of points $Z$ associated to the…

代数几何 · 数学 2020-07-21 Andrea Mazzon

Subtracting a critical rank-one approximation from a matrix always results in a matrix with a lower rank. This is not true for tensors in general. Motivated by this, we ask the question: what is the closure of the set of those tensors for…

代数几何 · 数学 2025-01-23 Emil Horobet , Ettore Teixeira Turatti

One of the fundamental open problems in the field of tensors is the border Comon's conjecture: given a symmetric tensor $F\in(\mathbb{C}^n)^{\otimes d}$ for $d\geq 3$, its border and symmetric border ranks are equal. In this paper, we prove…

代数几何 · 数学 2024-11-11 Tomasz Mańdziuk , Emanuele Ventura

The rank of a tensor is analyzed in context of quantum entanglement. A pure quantum state $\bf v$ of a composite system consisting of $d$ subsystems with $n$ levels each is viewed as a vector in the $d$-fold tensor product of…

量子物理 · 物理学 2023-05-23 Wojciech Bruzda , Shmuel Friedland , Karol Życzkowski

The purpose of this paper is two fold. First we introduce the box-tensor product of two groups as a generalization of the nonabelian tensor product of groups. We extend various results for nonabelian tensor products to the box-tensor…

群论 · 数学 2011-06-13 Manuel Ladra , Viji Z. Thomas

We propose a general conjecture on decompositions of finite simple groups as products of conjugates of an arbitrary subset. We prove this conjecture for bounded subsets of arbitrary finite simple groups, and for large subsets of groups of…

群论 · 数学 2014-02-26 Martin Liebeck , Nikolay Nikolov , Aner Shalev