11 citations · 17 across the 11 of their papers we have counts for
4 papers · 1 filter
An Approach of Bayesian Variable Selection for Ultrahigh Dimensional Multivariate Regression
Xiaotian Dai, Guifang Fu, Randall Reese +2
In many practices, scientists are particularly interested in detecting which of the predictors are truly associated with a multivariate response. It is more accurate to model multi…
High-Dimensional Functional Mixed-effect Model for Bilevel Repeated Measurements
Xiaotian Dai, Guifang Fu
The bilevel functional data under consideration has two sources of repeated measurements. One is to densely and repeatedly measure a variable from each subject at a series of regul…
Epistasis Detection Via the Joint Cumulant
Randall Reese, Guifang Fu, Geran Zhao +3
Selecting influential nonlinear interactive features from ultrahigh dimensional data has been an important task in various fields. However, statistical accuracy and computational f…
Distribution-free and Model-free Multivariate Feature Screening via Multivariate Rank Distance Correlation
Shaofei Zhao, Guifang Fu
Feature screening approaches are effective in selecting active features from data with ultrahigh dimensionality and increasing complexity; however, the majority of existing feature…