2 citations · 4 across the 8 of their papers we have counts for
4 papers · 1 filter
Scalable inference in functional linear regression with streaming data
Jinhan Xie, Enze Shi, Peijun Sang +3
Traditional static functional data analysis is facing new challenges due to streaming data, where data constantly flow in. A major challenge is that storing such an ever-increasing…
Inference on High-dimensional Single-index Models with Streaming Data
Dongxiao Han, Jinhan Xie, Jin Liu +4
Traditional statistical methods are faced with new challenges due to streaming data. The major challenge is the rapidly growing volume and velocity of data, which makes storing suc…
Fused Mean-variance Filter for Feature Screening
Yan Xiao-Dong, Xie Jin-Han, Ding Xian-Wen +2
This paper proposes a novel model-free screening procedure for ultrahigh dimensional data analysis. By utilizing slicing technique which has been successfully ap- plied to continuo…
Optimal model averaging forecasting in high-dimensional survival analysis
Xiaodong Yan, Hongni Wang, Wei Wang +3
This article considers ultrahigh-dimensional forecasting problems with survival response variables. We propose a two-step model averaging procedure for improving the forecasting ac…