36 citations · 96 across the 14 of their papers we have counts for
4 papers · 1 filter
Paired Test of Matrix Graphs and Brain Connectivity Analysis
Yuting Ye, Yin Xia, Lexin Li
Inferring brain connectivity network and quantifying the significance of interactions between brain regions are of paramount importance in neuroscience. Although there have recentl…
Hypothesis Testing for Network Data with Power Enhancement
Yin Xia, Lexin Li
Comparing two population means of network data is of paramount importance in a wide range of scientific applications. Many existing network inference solutions focus on global test…
A Normality Test for High-dimensional Data based on a Nearest Neighbor Approach
Hao Chen, Yin Xia
Many statistical methodologies for high-dimensional data assume the population is normal. Although a few multivariate normality tests have been proposed, to the best of our knowled…
Individual Data Protected Integrative Regression Analysis of High-dimensional Heterogeneous Data
Tianxi Cai, Molei Liu, Yin Xia
Evidence-based decision making often relies on meta-analyzing multiple studies, which enables more precise estimation and investigation of generalizability. Integrative analysis of…