The average number of critical rank-one approximations to a tensor

The average number of critical rank-one approximations to a tensor
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张量的临界一级逼近的平均数量

DOI:
10.1080/03081087.2016.1164660
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发表时间:
2014
影响因子:
1.1
通讯作者:
Emil Horobet
Emil Horobet
中科院分区:
数学3区
文献类型:
--
作者:
J. Draisma;Emil Horobet

文献摘要

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由低级别多向张量近似的许多潜在应用激发,我们着手计算一号张量的距离函数的关键点到一般张量的关键点v。由于此计数取决于v,我们平均要超过v从高斯分布中绘制,并找到将该平均值与随机矩阵理论中的问题联系起来的公式。
Motivated by the many potential applications of low-rank multi-way tensor approximations, we set out to count the rank-one tensors that are critical points of the distance function to a general tensor v. As this count depends on v, we average over v drawn from a Gaussian distribution, and find a formula that relates this average to problems in random matrix theory.