Search Results for author: Anna Guo

Found 2 papers, 2 papers with code

Targeted Machine Learning for Average Causal Effect Estimation Using the Front-Door Functional

1 code implementation15 Dec 2023 Anna Guo, David Benkeser, Razieh Nabi

As an alternative, the front-door criterion offers a solution, even in the presence of unmeasured confounders between treatment and outcome.

valid

Sufficient Identification Conditions and Semiparametric Estimation under Missing Not at Random Mechanisms

1 code implementation10 Jun 2023 Anna Guo, Jiwei Zhao, Razieh Nabi

This MNAR model corresponds to a so-called criss-cross structure considered in the literature on graphical models of missing data that prevents nonparametric identification of the entire missing data model.

valid

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