2 citations · 5 across the 3 of their papers we have counts for
5 papers
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…
Generalized Liquid Association Analysis for Multimodal Data Integration
Lexin Li, Jing Zeng, Xin Zhang
Multimodal data are now prevailing in scientific research. A central question in multimodal integrative analysis is to understand how two data modalities associate and interact wit…
TULIP: A Toolbox for Linear Discriminant Analysis with Penalties
Yuqing Pan, Qing Mai, Xin Zhang
Linear discriminant analysis (LDA) is a powerful tool in building classifiers with easy computation and interpretation. Recent advancements in science technology have led to the po…
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…