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Variable Screening for Several Varying Coefficient Models with Ultrahigh-Dimensional Survival Data

2022-04-29

Speaker: SUN LiuquanChinese Academy of Sciences

Venue: Tencent Meeting ID: 922-418-797

Abstract: 

In this talk, we develop variable screening methods for several varying coefficient hazards models, including varying coefficient additive hazards model, varying coefficient Cox model, and the varying coefficient hazards models of single-index form. The proposed methods enjoy the sure screening property, and some iterative procedures are developed. Simulation studies are conducted to evaluate the finite sample performances of the proposed method. Applications to real data

examples are also provided.