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stat.ML2020★ 10 cited
Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables
Rohit Bhattacharya, Razieh Nabi, Ilya Shpitser
Identification theory for causal effects in causal models associated with hidden variable directed acyclic graphs (DAGs) is well studied. However, the corresponding algorithms are…
stat.ML2019★ 10 cited
Identification In Missing Data Models Represented By Directed Acyclic Graphs
Rohit Bhattacharya, Razieh Nabi, Ilya Shpitser +1
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…