Search Results for author: Ming-Chieh Shih

Found 2 papers, 1 papers with code

Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions

no code implementations30 Jan 2023 Zeshan Hussain, Ming-Chieh Shih, Michael Oberst, Ilker Demirel, David Sontag

Our approach is interpretable, allowing a practitioner to visualize which subgroups in the population lead to falsification of an observational study.

counterfactual

Falsification before Extrapolation in Causal Effect Estimation

1 code implementation27 Sep 2022 Zeshan Hussain, Michael Oberst, Ming-Chieh Shih, David Sontag

Under the assumption that at least one observational estimator is asymptotically normal and consistent for both the validation and extrapolated effects, we provide guarantees on the coverage probability of the intervals output by our algorithm.

Selection bias

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