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相关论文: Tensor Codes and their Invariants

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Tensor codes are a generalisation of matrix codes. Such codes are defined as subspaces of order-r tensors for which the ambient space is endowed with the tensor-rank as a metric. A class of these codes was introduced by Roth, who also…

信息论 · 计算机科学 2026-05-14 Eimear Byrne , Alain Couvreur , Lucien François

We present the theory of rank-metric codes with respect to the 3-tensors that generate them. We define the generator tensor and the parity check tensor of a matrix code, and describe the properties of a code through these objects. We define…

信息论 · 计算机科学 2019-04-11 Eimear Byrne , Alessandro Neri , Alberto Ravagnani , John Sheekey

In this work we introduce a new class of optimal tensor codes related to the Ravagnani-type anticodes, namely the $j$-tensor maximum rank distance codes. We show that it extends the family of $j$-maximum rank distance codes and contains the…

信息论 · 计算机科学 2022-12-14 Giuseppe Cotardo

Tensors are multidimensional arrays of numerical values and therefore generalize matrices to multiple dimensions. While tensors first emerged in the psychometrics community in the $20^{\text{th}}$ century, they have since then spread to…

机器学习 · 统计学 2017-11-30 Stephan Rabanser , Oleksandr Shchur , Stephan Günnemann

Tensors, or multi-linear forms, are important objects in a variety of areas from analytics, to combinatorics, to computational complexity theory. Notions of tensor rank aim to quantify the "complexity" of these forms, and are thus also…

计算复杂性 · 计算机科学 2023-06-16 Mandar Juvekar , Arian Nadjimzadah

The concept of tensor rank, introduced in the twenties, has been popularized at the beginning of the seventies. This has allowed to carry out Factor Analysis on arrays with more than two indices. The generic rank may be seen as an upper…

其他计算机科学 · 计算机科学 2008-02-19 P. Comon , J. ten Berge

Rank-metric codes are subspaces of matrices over finite fields endowed with the rank metric and admit a natural tensorial representation. The tensor rank provides a measure of the minimal size of a decomposition of a code into rank-one…

信息论 · 计算机科学 2026-05-22 Matteo Bonini , Eimear Byrne , Giuseppe Cotardo

In this paper we introduce a new class of extremal codes, namely the $i$-BMD codes. We show that for this family several of the invariants are determined by the parameters of the underlying code. We refine and extend the notion of an…

信息论 · 计算机科学 2019-12-09 Eimear Byrne , Giuseppe Cotardo , Alberto Ravagnani

In this paper we study generalized weights as an algebraic invariant of a code. We first describe anticodes in the Hamming and in the rank metric, proving in particular that optimal anticodes in the rank metric coincide with…

信息论 · 计算机科学 2015-10-16 Alberto Ravagnani

In various application fields, tensor type data are used recently and then a typical rank is important. Although there may be more than one typical ranks over the real number field, a generic rank over the complex number field is the…

环与代数 · 数学 2010-08-09 Toshio Sumi , Toshio Sakata , Mitsuhiro Miyazaki

The main purpose of this paper is to introduce the random tensor with normal distribution, which promotes the matrix normal distribution to a higher order case. Some basic knowledge on tensors are introduced before we focus on the random…

统计理论 · 数学 2022-12-09 Changqing Xu , Kaijie Xu

This educational article highlights the geometric and algebraic complexities that distinguish tensors from matrices, to supplement coverage in advanced courses on linear algebra, matrix analysis, and tensor decompositions. Using the case of…

数值分析 · 数学 2025-04-08 Gabriel H. Brown , Joe Kileel , Tamara G. Kolda

We develop a framework to analyse invariant decompositions of elements of tensor product spaces. Namely, we define an invariant decomposition with indices arranged on a simplicial complex, and which is explicitly invariant under a group…

组合数学 · 数学 2024-03-05 Gemma De las Cuevas , Matt Hoogsteder Riera , Tim Netzer

A tensor is a multidimensional array of numbers that can be used to store data, encode a computational relation and represent quantum entanglement. In this sense a tensor can be viewed as valuable resource whose transformation can lead to…

量子物理 · 物理学 2024-09-18 Matthias Christandl

We compute the expected value of powers of the geometric condition number of random tensor rank decompositions. It is shown in particular that the expected value of the condition number of $n_1\times n_2 \times 2$ tensors with a random…

数值分析 · 数学 2022-09-02 Paul Breiding , Nick Vannieuwenhoven

Though algebraic geometry over $\mathbb C$ is often used to describe the closure of the tensors of a given size and complex rank, this variety includes tensors of both smaller and larger rank. Here we focus on the $n\times n\times n$…

代数几何 · 数学 2012-11-16 Elizabeth S. Allman , Peter D. Jarvis , John A. Rhodes , Jeremy G. Sumner

The results of Strassen and Raz show that good enough tensor rank lower bounds have implications for algebraic circuit/formula lower bounds. We explore tensor rank lower and upper bounds, focusing on explicit tensors. For odd d, we…

计算复杂性 · 计算机科学 2012-03-05 Boris Alexeev , Michael Forbes , Jacob Tsimerman

We define new norms for symmetric tensors over ordered normed spaces; these norms are defined by considering linear combinations of tensor products or powers of positive elements only. Relations between the different norms are studied. The…

泛函分析 · 数学 2018-11-07 Svante Janson

Rank-metric codes were studied by E. Gabidulin in 1985 after a brief introduction by Delsarte in 1978 as an equivalent of Reed-Solomon codes, but based on linearized polynomials. They have found applications in many areas, including linear…

信息论 · 计算机科学 2023-12-21 Ousmane Ndiaye , Peter Arnaud Kidoudou , Hervé Tale Kalachi

The signature of a path is a sequence of tensors whose entries are iterated integrals, playing a key role in stochastic analysis and applications. The set of all signature tensors at a particular level gives rise to the universal signature…

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