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引用次数: 0
摘要
量子场论可用于计算随机张量的各种统计特性。其中,张量特征值/向量的符号分布是最简单的,可以作为四费米理论的分割函数来计算。虽然有符号分布由于权重的额外符号而与真实分布不同,但它们有望在分布两端的邻近地区重合。本文对实对称三阶随机张量的有符号特征值/向量分布进行了案例研究。我们从四费米理论中得到了大 N 极限下的正确临界点和正确端点,使用施文格-戴森方程的方法非常有效。由于端点的位置在应用中尤为重要,如最大特征值和最佳秩一张量近似,通过施温格-戴森方法,符号分布是最简单和最有用的。
Usefulness of signed eigenvalue/vector distributions of random tensors
Quantum field theories can be applied to compute various statistical properties of random tensors. In particular, signed distributions of tensor eigenvalues/vectors are the easiest, which can be computed as partition functions of four-fermi theories. Though signed distributions are different from genuine ones because of extra signs of weights, they are expected to coincide in vicinities of ends of distributions. In this paper, we perform a case study of the signed eigenvalue/vector distribution of the real symmetric order-three random tensor. The correct critical point and the correct end in the large N limit are obtained from the four-fermi theory, for which a method using the Schwinger-Dyson equation is very efficient. Since locations of ends are particularly important in applications, such as the largest eigenvalues and the best rank-one tensor approximations, signed distributions are the easiest and highly useful through the Schwinger-Dyson method.
期刊介绍:
The aim of Letters in Mathematical Physics is to attract the community''s attention on important and original developments in the area of mathematical physics and contemporary theoretical physics. The journal publishes letters and longer research articles, occasionally also articles containing topical reviews. We are committed to both fast publication and careful refereeing. In addition, the journal offers important contributions to modern mathematics in fields which have a potential physical application, and important developments in theoretical physics which have potential mathematical impact.