Jared Huling

Nonparametric Efficient Estimation of Dynamic Treatment Regimes with Competing Risks

This work develops the nonparametric efficiency theory and derive the efficient influence function for the cumulative incidence of an event under a DTR in the presence of a competing risk and right-censoring and proposes a sequentially doubly robust estimator that accommodates flexible machine learning for nuisance est...