no code implementations • 30 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.
1 code implementation • 27 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.