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James M. Robins

2 accepted papers

2019

Identification In Missing Data Models Represented By Directed Acyclic Graphs

UAI 2019poster

Missing data is a pervasive problem in data analyses, resulting in datasets that contain censored realizations of a target distribution. Many approaches to inference on the target distribution using censored observed data, rely on missing data models represented as a factorization with respect to a…

Cited by 54SourcePDFScholar
2015

Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations

NeurIPS 2015poster

We propose and analyse estimators for statistical functionals of one or moredistributions under nonparametric assumptions.Our estimators are derived from the von Mises expansion andare based on the theory of influence functions, which appearin the semiparametric statistics literature.We show that es…