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相关论文: B tensors and tensor complementarity problems

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In this paper, we focus on a special class of symmetric tensors, which can be orthogonally diagonalizable, and investigate their Z-eigenpairs problem. We show that the eigenpairs can be uniformly expressed using several basic eigenpairs,…

谱理论 · 数学 2021-12-09 Lei Wang , Xiurui Geng

This article introduces an algebraic framework for establishing eigenvalue bounds for symmetric positive definite tensors by leveraging intrinsic invariants, specifically the trace and determinant (resultant). We derive a hierarchy of…

数值分析 · 数学 2026-05-15 Snigdhashree Nayak , Hemant Sharma , Nachiketa Mishra

Tensor completion can estimate missing values of a high-order data from its partially observed entries. Recent works show that low rank tensor ring approximation is one of the most powerful tools to solve tensor completion problem. However,…

数值分析 · 数学 2021-01-03 Abdul Ahad , Zhen Long , Ce Zhu , Yipeng Liu

One of the popular approaches for low-rank tensor completion is to use the latent trace norm regularization. However, most existing works in this direction learn a sparse combination of tensors. In this work, we fill this gap by proposing a…

机器学习 · 计算机科学 2018-11-13 Madhav Nimishakavi , Pratik Jawanpuria , Bamdev Mishra

The tensor network variety is a variety of tensors associated to a graph and a set of positive integer weights on its edges, called bond dimensions. We determine an upper bound on the dimension of the tensor network variety. A refined upper…

量子物理 · 物理学 2022-09-27 Alessandra Bernardi , Claudia De Lazzari , Fulvio Gesmundo

Low-rank tensor approximation error bounds are proposed for the case of noisy input data that depend on low-rank representation type, rank and the dimensionality of the tensor. The bounds show that high-dimensional low-rank structured…

数值分析 · 数学 2024-12-16 Sergey Petrov , Nikolai Zamarashkin

The T-product for third-order tensors has been used extensively in the literature. In this paper, we first introduce the first-order and second-order T-derivatives for the multi-vector real-valued function with the tensor T-product; and…

最优化与控制 · 数学 2020-06-22 Meng-Meng Zheng , Zheng-Hai Huang , Yong Wang

In this paper, we introduce the B-discrete spectrum of an unbounded closed operator and we prove that a closed operator has a purely B-discrete spectrum if and only if it has a meromorphic resolvent. After that, we study the stability of…

谱理论 · 数学 2019-07-19 Mohammed Berkani

We prove a non-asymptotic concentration inequality for the spectral norm of sparse inhomogeneous random tensors with Bernoulli entries. For an order-$k$ inhomogeneous random tensor $T$ with sparsity $p_{\max}\geq \frac{c\log n}{n }$, we…

概率论 · 数学 2021-05-05 Zhixin Zhou , Yizhe Zhu

Tensor completion and robust principal component analysis have been widely used in machine learning while the key problem relies on the minimization of a tensor rank that is very challenging. A common way to tackle this difficulty is to…

机器学习 · 计算机科学 2021-05-26 Tao Li , Jinwen Ma

We consider the problem of decomposing a higher-order tensor with binary entries. Such data problems arise frequently in applications such as neuroimaging, recommendation system, topic modeling, and sensor network localization. We propose a…

机器学习 · 统计学 2020-09-22 Miaoyan Wang , Lexin Li

A well studied problem in algebraic complexity theory is the determination of the complexity of problems relying on evaluations of bilinear maps. One measure of the complexity of a bilinear map (or 3-tensor) is the optimal number of…

信息论 · 计算机科学 2021-03-23 Eimear Byrne , Giuseppe Cotardo

We study the subrank of real order-three tensors and give an upper bound to the subrank of a real tensor given its complex subrank. Using similar arguments to those used by Bernardi-Blekherman-Ottaviani, we show that all subranks between…

代数几何 · 数学 2025-03-24 Benjamin Biaggi , Jan Draisma , Sarah Eggleston

We are concerned with the tensor equation with an M-tensor or Z-tensor, which we call the M- tensor equation or Z-tensor equation respectively. We derive a necessary and sufficient condition for a Z (or M)-tensor equation to have…

最优化与控制 · 数学 2018-12-27 Dong-Hui Li , Hong-Bo Guan , Xiao-Zhou Wang

A symmetric tensor may be regarded as a partially symmetric tensor in several different ways. These produce different notions of rank for the symmetric tensor which are related by chains of inequalities. By exploiting algebraic tools such…

代数几何 · 数学 2019-12-03 Fulvio Gesmundo , Alessandro Oneto , Emanuele Ventura

A tensor network is a diagram that specifies a way to "multiply" a collection of tensors together to produce another tensor (or matrix). Many existing algorithms for tensor problems (such as tensor decomposition and tensor PCA), although…

数据结构与算法 · 计算机科学 2018-11-05 Ankur Moitra , Alexander S. Wein

A symmetric tensor is a higher order generalization of a symmetric matrix. In this paper, we study various properties of symmetric tensors in relation to a decomposition into a sum of symmetric outer product of vectors. A rank-1 order-k…

数值分析 · 数学 2008-09-02 Pierre Comon , Gene Golub , Lek-Heng Lim , Bernard Mourrain

We investigate whether the anomalous tensor operators with the Lorentz structure $\sigma_{\mu\nu} (1+\gamma_{5})\otimes \sigma^{\mu\nu}(1+\gamma_{5})$, which could provide a simple resolution to the polarization anomaly observed in $B\to…

高能物理 - 唯象学 · 物理学 2010-10-27 Qin Chang , Xin-Qiang Li , Ya-Dong Yang

A renormalizable rigid supersymmetry for the four dimensional antisymmetric tensor field model in a curved space-time background is constructed. A closed algebra between the BRS and the supersymmetry operators is only realizable if the…

高能物理 - 理论 · 物理学 2009-10-30 U. Feichtinger , O. Moritsch , J. Rant , M. Schweda , H. Zerrouki

The tensor rank decomposition problem consists of recovering the unique set of parameters representing a robustly identifiable low-rank tensor when the coordinate representation of the tensor is presented as input. A condition number for…

代数几何 · 数学 2022-09-02 Nick Vannieuwenhoven
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