From the 1 of 5 linked papers with an AI index.
5 papers
Gaussian Multiplier Bootstrap Procedure for the th Largest Coordinate of High-Dimensional Statistics
Yixi Ding, Qizhai Li, Yuke Shi +2
The paper develops Gaussian multiplier bootstrap techniques for estimating the distribution of the kth largest coordinate (or top‑k order statistics) in high‑dimensional settings,…
Causal inference for censored data with continuous marks
Lianqiang Qu, Long Lv, Liuquan Sun
This paper presents a framework for causal inference in the presence of censored data,where the failure time is marked by a continuous variable referred to as a mark.The mark is ob…
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…
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…
Distributed variable screening for generalized linear models
Tianbo Diao, Lianqiang Qu, Bo Li +1
In this article, we develop a distributed variable screening method for generalized linear models. This method is designed to handle situations where both the sample size and the n…