60 citations · 62 across the 3 of their papers we have counts for
3 papers
stat.ML2024
DeepLINK-T: deep learning inference for time series data using knockoffs and LSTM
Wenxuan Zuo, Zifan Zhu, Yuxuan Du +5
High-dimensional longitudinal time series data is prevalent across various real-world applications. Many such applications can be modeled as regression problems with high-dimension…
stat.ML2021★ 2 cited
Dimension-Free Average Treatment Effect Inference with Deep Neural Networks
Xinze Du, Yingying Fan, Jinchi Lv +2
This paper investigates the estimation and inference of the average treatment effect (ATE) using deep neural networks (DNNs) in the potential outcomes framework. Under some regular…
stat.ML2015★ 60 cited
Innovated interaction screening for high-dimensional nonlinear classification
Yingying Fan, Yinfei Kong, Daoji Li +1
This paper is concerned with the problems of interaction screening and nonlinear classification in a high-dimensional setting. We propose a two-step procedure, IIS-SQDA, where in t…