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stat.ML2020
Efficient Estimation and Evaluation of Prediction Rules in Semi-Supervised Settings under Stratified Sampling
Jessica Gronsbell, Molei Liu, Lu Tian +1
In many contemporary applications, large amounts of unlabeled data are readily available while labeled examples are limited. There has been substantial interest in semi-supervised…
stat.ML2019
Estimation and Validation of Ratio-based Conditional Average Treatment Effects Using Observational Data
Steve Yadlowsky, Fabio Pellegrini, Federica Lionetto +2
While sample sizes in randomized clinical trials are large enough to estimate the average treatment effect well, they are often insufficient for estimation of treatment-covariate i…