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Ming-Chieh Shih

2 accepted papers

2023

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

AISTATS 2023poster

Randomized Controlled Trials (RCT)s are relied upon to assess new treatments, but suffer from limited power to guide personalized treatment decisions. On the other hand, observational (i.e., non-experimental) studies have large and diverse populations, but are prone to various biases (e.g. residual…

Cited by 10SourcePDFScholar
2022

Falsification before Extrapolation in Causal Effect Estimation

NeurIPS 2022accept

Randomized Controlled Trials (RCTs) represent a gold standard when developing policy guidelines. However, RCTs are often narrow, and lack data on broader populations of interest. Causal effects in these populations are often estimated using observational datasets, which may suffer from unobserved c…