3 citations · 6 across the 3 of their papers we have counts for
Showing stat.MEShow all
3 papers · 1 filter
stat.ME2020
Multivariate Log-Contrast Regression with Sub-Compositional Predictors: Testing the Association Between Preterm Infants' Gut Microbiome and Neurobehavioral Outcomes
Xiaokang Liu, Xiaomei Cong, Gen Li +2
The so-called gut-brain axis has stimulated extensive research on microbiomes. One focus is to assess the association between certain clinical outcomes and the relative abundances…
stat.ME2020★ 3 cited
Multivariate Functional Regression via Nested Reduced-Rank Regularization
Xiaokang Liu, Shujie Ma, Kun Chen
We propose a nested reduced-rank regression (NRRR) approach in fitting regression model with multivariate functional responses and predictors, to achieve tailored dimension reducti…
stat.ME2018★ 3 cited
Integrative Multi-View Reduced-Rank Regression: Bridging Group-Sparse and Low-Rank Models
Gen Li, Xiaokang Liu, Kun Chen
Multi-view data have been routinely collected in various fields of science and engineering. A general problem is to study the predictive association between multivariate responses…