Screening group variables in the proportional hazards model

Stat Probab Lett. 2018 Apr:135:20-25. doi: 10.1016/j.spl.2017.11.014. Epub 2017 Dec 13.

Abstract

We propose a method to screen group variables under the high dimensional group variable setting for the proportional hazards model. We study the sure screening property of the proposed method for independent and clustered survival data. The simulation study shows that the proposed method performs better for group variable screening than some existing procedures.

Keywords: High dimensional data; Joint screening; Proportional hazards model; Sure screening property.