7 citations · 15 across the 4 of their papers we have counts for
4 papers · 1 filter
Biomarker-guided heterogeneity analysis of genetic regulations via multivariate sparse fusion
Sanguo Zhang, Xiaonan Hu, Ziye Luo +3
Heterogeneity is a hallmark of many complex diseases. There are multiple ways of defining heterogeneity, among which the heterogeneity in genetic regulations, for example GEs (gene…
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…
Robust nonparametric integrative analysis to decipher heterogeneity and commonality across subgroups using sparse boosting
Zihan Li, Ziye Luo, Yifan Sun
In many biomedical problems, data are often heterogeneous, with samples spanning multiple patient subgroups, where different subgroups may have different disease subtypes, stages,…
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…