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Tensor completion is a core machine learning algorithm used in recommender systems and other domains with missing data. While the matrix case is well-understood, theoretical results for tensor problems are limited, particularly when the…

机器学习 · 统计学 2023-06-13 Kameron Decker Harris , Oscar López , Angus Read , Yizhe Zhu

A four-index tensor is constructed with terms both quadratic in the Riemann tensor and linear in its second derivatives, which has zero divergence for space-times with vanishing scalar curvature. This tensor reduces in vacuum to the…

广义相对论与量子宇宙学 · 物理学 2009-10-31 M. A. G. Bonilla , C. F. Sopuerta

In this paper, one of our main purposes is to prove the boundedness of solution set of tensor complementarity problem with B tensor such that the specific bounds only depend on the structural properties of tensor. To achieve this purpose,…

最优化与控制 · 数学 2022-02-09 Yisheng Song , Wei Mei

This PhD thesis studies the broken ray transform, a generalization of the geodesic X-ray transform where geodesics are replaced with broken rays that reflect on a part of the boundary. The fundamental question is whether this transform is…

微分几何 · 数学 2014-09-29 Joonas Ilmavirta

The present article proposes a partial answer to the explicit inversion of the tensor tomography problem in two dimensions, by proving injectivity over certain kinds of tensors and providing reconstruction formulas for them. These tensors…

偏微分方程分析 · 数学 2015-06-18 François Monard

The construction of consistent effective field theories in the infrared demands that models be defined by their underlying gauge symmetries, rather than by an arbitrary tuning of couplings or a cherry-picking of operators which may not be…

高能物理 - 理论 · 物理学 2025-07-09 Will Barker , Carlo Marzo , Alessandro Santoni

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

Tensor completion recovers a multi-dimensional array from a limited number of measurements. Using the recently proposed tensor ring (TR) decomposition, in this paper we show that a d-order tensor of dimensional size n and TR rank r can be…

机器学习 · 计算机科学 2020-03-17 Huyan Huang , Yipeng Liu , Ce Zhu

We consider the theory of a symmetric tensor field in 4D, invariant under a subclass of infinitesimal diffeomorphism transformations, where the vector diff parameter is the 4-divergence of a scalar parameter. The resulting gauge symmetry…

高能物理 - 理论 · 物理学 2022-07-20 Alberto Blasi , Nicola Maggiore

The tensor complementarity problem is a specially structured nonlinear complementarity problem, then it has its particular and nice properties other than ones of the classical nonlinear complementarity problem. In this paper, it is proved…

最优化与控制 · 数学 2022-02-09 Yisheng Song , Gaohang Yu

We compute the the Balmer spectra of compact objects of tensor triangulated categories whose objects are filtered or graded objects of (or sheaves valued in) another tensor triangulated category. Notable examples include the filtered…

代数拓扑 · 数学 2023-04-13 Ko Aoki

Tensor completion is a natural higher-order generalization of matrix completion where the goal is to recover a low-rank tensor from sparse observations of its entries. Existing algorithms are either heuristic without provable guarantees,…

数据结构与算法 · 计算机科学 2023-07-14 Allen Liu , Ankur Moitra

We find conditions under which the restriction of a divergence-free vector field $B$ to an invariant toroidal surface $S$ is linearisable. The main results are similar in conclusion to Arnold's Structure Theorems but require weaker…

微分几何 · 数学 2022-03-09 David Perrella , David Pfefferlé , Luchezar Stoyanov

In this work, a tensor completion problem is studied, which aims to perfectly recover the tensor from partial observations. The existing theoretical guarantee requires the involved transform to be orthogonal, which hinders its applications.…

机器学习 · 计算机科学 2024-08-16 Li Ge , Lin Chen , Yudong Chen , Xue Jiang

A central objective in inverse problems arising in integral geometry is to understand the kernel characterization, inversion formulas, stability estimates, range characterization, and unique continuation properties of integral transforms.…

偏微分方程分析 · 数学 2026-03-31 Rohit Kumar Mishra , Chandni Thakkar

We study the broken ray transform on $n$-dimensional Euclidean domains where the reflecting parts of the boundary are flat and establish injectivity and stability under certain conditions. Given a subset $E$ of the boundary $\partial…

偏微分方程分析 · 数学 2016-07-28 Mark Hubenthal

We introduce an inductive method for the study of the uniqueness of decompositions of tensors, by means of tensors of rank 1. The method is based on the geometric notion of weak defectivity. For three-dimensional tensors of type (a, b, c),…

代数几何 · 数学 2011-03-15 Luca Chiantini , Giorgio Ottaviani

The goal of tensor completion is to fill in missing entries of a partially known tensor under a low-rank constraint. In this paper, we mainly study low rank third-order tensor completion problems by using Riemannian optimization methods on…

最优化与控制 · 数学 2020-11-24 Guang-Jing Song , Xue-Zhong Wang , Michael K. Ng

I discuss the possibility of topological defect solutions in field theories containing a tensor field which spontaneously breaks Lorentz symmetry. I find that for theories of a tensor with rank r <= 5 and for which the vacuum manifold…

高能物理 - 理论 · 物理学 2010-12-24 Michael D. Seifert

A new, conserved, symmetric tensor field for a source-free Maxwell test field on a four-dimensional spacetime with a conformal Killing-Yano tensor, satisfying a certain compatibility condition, is introduced. In particular, this…

广义相对论与量子宇宙学 · 物理学 2017-02-10 Lars Andersson , Thomas Bäckdahl , Pieter Blue