2 citations · 5 across the 3 of their papers we have counts for
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High-dimensional Tensor Response Regression using the t-Distribution
Ning Wang, Xin Zhang, Qing Mai
In recent years, promising statistical modeling approaches to tensor data analysis have been rapidly developed. Traditional multivariate analysis tools, such as multivariate regres…
A Doubly-Enhanced EM Algorithm for Model-Based Tensor Clustering
Qing Mai, Xin Zhang, Yuqing Pan +1
Modern scientific studies often collect data sets in the forms of tensors, which call for innovative statistical analysis methods. In particular, there is a pressing need for tenso…
Covariate-Adjusted Tensor Classification in High-Dimensions
Yuqing Pan, Qing Mai, Xin Zhang
In contemporary scientific research, it is of great interest to predict a categorical response based on a high-dimensional tensor (i.e. multi-dimensional array) and additional cova…
Model-free Envelope Dimension Selection
Xin Zhang, Qing Mai
An envelope is a targeted dimension reduction subspace for simultaneously achieving dimension reduction and improving parameter estimation efficiency. While many envelope methods h…