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stat.ME2025
Conditional inference for high-dimensional multi-omics survival data
Heyuan Zhang, Meiling Hao, Lianqiang Qu +1
Multi-omics data present significant challenges for statistical inference due to the complex interdependencies among biological layers. In this paper, we introduce a novel Multi-Om…
stat.ME2025
High-dimensional inference for single-index model with latent factors
Yanmei Shi, Meiling Hao, Yanlin Tang +2
Models with latent factors recently attract a lot of attention. However, most investigations focus on linear regression models and thus cannot capture nonlinearity. To address this…
stat.ME2024
Linear spline index regression model: Interpretability, nonlinearity and dimension reduction
Lianqiang Qu, Long Lv, Meiling Hao +1
Inspired by the complexity of certain real-world datasets, this article introduces a novel flexible linear spline index regression model. The model posits piecewise linear effects…