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20202022
most citedT product Tensors Part I: Inequalities

4 citations · 7 across the 6 of their papers we have counts for

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6 papers · 1 filter

math.PR2022

Random Parametrization Double Tensors Integrals and Their Applications

Shih Yu Chang

In this work, we extend double tensor integrals (DTI) from our previous work to parametrization double tensors integrals (PDTI) by applying integral kernel transform bounds to uppe…

math.PR2022

Random Double Tensors Integrals

Shih Yu Chang

In this work, we try to build a theory for random double tensor integrals (DTI). We begin with the definition of DTI and discuss how randomness structure is built upon DTI. Then, t…

math.PR20221 cited

Generalized Hanson-Wright Inequality for Random Tensors

Shih Yu Chang

The Hanson-Wright inequality is an upper bound for tails of real quadratic forms in independent random variables. In this work, we extend the Hanson-Wright inequality for the Ky Fa…

math.PR20211 cited

Generalized T-product Tensor Bernstein Bounds

Shih Yu Chang, Yimin Wei

Since Kilmer et al. introduced the new multiplication method between two third-order tensors around 2008 and third-order tensors with such multiplication structure are also called…

math.PR2021

General Tail Bounds for Random Tensors Summation: Majorization Approach

Shih Yu Chang

In recent years, tensors have been applied to different applications in science and engineering fields. In order to establish theory about tail bounds of the tensors summation beha…

math.PR2020

Convenient tail bounds for sums of random tensors

Shih Yu Chang

This work prepares new probability bounds for sums of random, independent, Hermitian tensors. These probability bounds characterize large-deviation behavior of the extreme eigenval…