4 papers
Efficient Inference for Incremental Causal Effects of Time to Treatment
Zhichen Zhao, Andrew Ying, Ronghui Xu
We consider continuous time to treatment initiation. This can commonly occur in preventive medicine, such as disease screening and vaccination; it can also occur with non-fatal hea…
Proximal Survival Analysis for Dependent Left Truncation
Yuyao Wang, Andrew Ying, Ronghui Xu
In prevalent cohort studies with delayed entry, time-to-event outcomes are often subject to left truncation where only subjects that have not experienced the event at study entry a…
Incremental Causal Effect for Time to Treatment Initialization
Andrew Ying, Zhichen Zhao, Ronghui Xu
We consider time to treatment initialization. This can commonly occur in preventive medicine, such as disease screening and vaccination; it can also occur with non-fatal health con…
A Liberating Framework from Truncation and Censoring, with Application to Learning Treatment Effects
Yuyao Wang, Andrew Ying, Ronghui Xu
Time-to-event outcomes are often subject to left truncation and right censoring. While many survival analysis methods have been developed to handle truncation and censoring, majori…