通过路径签名分解张量空间

IF 0.7 2区 数学 Q2 MATHEMATICS
Carlos Améndola , Francesco Galuppi , Ángel David Ríos Ortiz , Pierpaola Santarsiero , Tim Seynnaeve
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引用次数: 0

摘要

路径的签名是一个张量序列,其条目是迭代积分,在随机分析和应用中起着关键作用。特定层次上所有签名张量的集合就产生了通用签名种类。我们证明,通过表示理论,该集合的参数化诱导了张量空间的自然分解,并将其与路径不变式的研究联系起来。我们还揭示了适用于签名张量的秩和对称性的某些约束。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Decomposing tensor spaces via path signatures
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 variety. We show that the parametrization of this variety induces a natural decomposition of the tensor space via representation theory, and connect this to the study of path invariants. We also reveal certain constraints that apply to the rank and symmetry of a signature tensor.
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来源期刊
CiteScore
1.70
自引率
12.50%
发文量
225
审稿时长
17 days
期刊介绍: The Journal of Pure and Applied Algebra concentrates on that part of algebra likely to be of general mathematical interest: algebraic results with immediate applications, and the development of algebraic theories of sufficiently general relevance to allow for future applications.
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