Three Cases of Complex Eigenvalue/Vector Distributions of Symmetric Order-Three Random Tensors

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2024-08-30 DOI:10.1093/ptep/ptae136
Swastik Majumder, Naoki Sasakura
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Abstract

Random tensor models have applications in a variety of fields, such as quantum gravity, quantum information theory, mathematics of modern technologies, etc., and studying their statistical properties, e.g., tensor eigenvalue/vector distributions, are interesting and useful. Recently some tensor eigenvalue/vector distributions have been computed by expressing them as partition functions of zero-dimensional quantum field theories. In this paper, using the method, we compute three cases of complex eigenvalue/vector distributions of symmetric order-three random tensors, where the three cases can be characterized by the Lie-group invariances, $O(N,\mathbb {R})$, $O(N,\mathbb {C})$, and $U(N,\mathbb {C})$, respectively. Exact closed-form expressions of the distributions are obtained by computing partition functions of four-fermi theories, where the last case is of the “signed” distribution which counts the distribution with a sign factor coming from a Hessian matrix. As an application, we compute the injective norm of the complex symmetric order-three random tensor in the large-N limit by computing the edge of the last signed distribution, obtaining agreement with a former numerical result in the literature.
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对称三阶随机张量的复特征值/矢量分布的三种情况
随机张量模型在量子引力、量子信息论、现代技术数学等多个领域都有应用,研究它们的统计特性,如张量特征值/矢量分布,既有趣又有用。最近,一些张量特征值/矢量分布被计算成零维量子场论的分割函数。本文利用该方法计算了对称三阶随机张量的复特征值/矢量分布的三种情况,这三种情况可以用李群不变量来表征,分别是$O(N,\mathbb {R})$、$O(N,\mathbb {C})$和$U(N,\mathbb {C})$。通过计算四铁米理论的分区函数,我们可以得到这些分布的精确闭式表达,其中最后一种情况是 "符号 "分布,即用来自赫森矩阵的符号因子来计算分布。作为应用,我们通过计算最后一种有符号分布的边缘,计算了复对称三阶随机张量在大 N 极限的注入规范,并与文献中的一个前数值结果达成了一致。
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CiteScore
7.20
自引率
4.30%
发文量
567
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