SurvMI - Multiple Imputation Method in Survival Analysis
In clinical trials, endpoints are sometimes evaluated with
uncertainty. Adjudication is commonly adopted to ensure the
study integrity. We propose to use multiple imputation (MI)
introduced by Robin (1987) <doi:10.1002/9780470316696> to
incorporate these uncertainties if reasonable event
probabilities were provided. The method has been applied to Cox
Proportional Hazard (PH) model, Kaplan-Meier (KM) estimation
and Log-rank test in this package. Moreover, weighted
estimations discussed in Cook (2004)
<doi:10.1016/S0197-2456(00)00053-2> were also implemented with
weights calculated from event probabilities. In conclusion,
this package can handle time-to-event analysis if events
presented with uncertainty by different methods.