39 citations · 56 across the 7 of their papers we have counts for
4 papers · 1 filter
Robust structured heterogeneity analysis approach for high-dimensional data
Yifan Sun, Ziye Luo, Xinyan Fan
Revealing relationships between genes and disease phenotypes is a critical problem in biomedical studies. This problem has been challenged by the heterogeneity of diseases. Patient…
Regression-based heterogeneity analysis to identify overlapping subgroup structure in high-dimensional data
Ziye Luo, Xinyue Yao, Yifan Sun +1
Heterogeneity is a hallmark of complex diseases. Regression-based heterogeneity analysis, which is directly concerned with outcome-feature relationships, has led to a deeper unders…
Mutual Influence Regression Model
Xinyan Fan, Wei Lan, Tao Zou +1
In this article, we propose the mutual influence regression model (MIR) to establish the relationship between the mutual influence matrix of actors and a set of similarity matrices…
Covariance Model with General Linear Structure and Divergent Parameters
Xinyan Fan, Wei Lan, Tao Zou +1
For estimating the large covariance matrix with a limited sample size, we propose the covariance model with general linear structure (CMGL) by employing the general link function t…