. However, in many real world data sets, it is more reasonable to assume that the underlying processes are continuous time … may not be true even if it is still a reasonable abstraction of the treatment decision mechanism at the continuous time …'s physician in continuous time, while the treatment level and covariates are only collected in discrete times by a third party …