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20132022
most citedNonnegative Tensor Factorization, Completely Positive Tensors and an Hierarchical Elimination Algorithm

6 citations · 7 across the 9 of their papers we have counts for

collaborators

9 papers

math.AG2022

Grassmann Tensors and their applications in geometry

Changqing Xu, Kaijie Xu, Jun Wang +1

In this paper, we introduce the Grassmann tensor by tensor product of vectors and some basic terminology in tensor theory. Some basic properties of the Grassmann tensors are invest…

math.AG2022

Separable symmetric tensors and separable anti-symmetric tensors

Changqing Xu

In this paper, we first introduce the invertibility of even-order tensors and the separable tensors, including separable symmetry tensors and separable anti-symmetry tensors, defin…

math.PR2020

High order tensor moments of random vectors

Yan Feng, Shan Song, Changqing Xu

A random vector $\bx\in \R^n$ is a vector whose coordinates are all random variables. A random vector is called a Gaussian vector if it follows Gaussian distribution. These termino…

math.ST2019★ 1 cited

Random Tensors and their Normal Distributions

Changqing Xu, Kaijie Xu

The main purpose of this paper is to introduce the random tensor with normal distribution, which promotes the matrix normal distribution to a higher order case. Some basic knowledg…

math.CO2018

Commutation matrices and Commutation tensors

Changqing Xu

The commutation matrix was first introduced in statistics as a transposition matrix by Murnaghan in 1938. In this paper, we first investigate the commutation matrix which is employ…

math.CO2016

On {0,1} CP Tensors and CP Multi-hypergraphs

Changqing Xu, Zhibing Chen, Liqun Qi

A doubly nonnegative matrix can be written as a Gramian matrix, and a completely positive matrix can therefore be written as a Gramian matrix of some nonnegative vectors. In this p…

math.CO2015

Completely Positive Tensors and Multi-Hypergraphs

Changqing Xu, Ziyan Luo, Liqun Qi

Completely positive graphs have been employed to associate with completely positive matrices for characterizing the intrinsic zero patterns. As tensors have been widely recognized…

math.CO2013

When does cp-rank equal rank?

Wasin So, Changqing Xu

The problem of finding completely positive matrices with equal cp-rank and rank is considered. We give some easy-to-check sufficient conditions on the entries of a doubly nonnegati…

math.NA2013★ 6 cited

Nonnegative Tensor Factorization, Completely Positive Tensors and an Hierarchical Elimination Algorithm

Liqun Qi, Changqing Xu, Yi Xu

Nonnegative tensor factorization has applications in statistics, computer vision, exploratory multiway data analysis and blind source separation. A symmetric nonnegative tensor, wh…