Search Results for author: Ilya Lipkovich

Found 2 papers, 1 papers with code

A unified Bayesian framework for interval hypothesis testing in clinical trials

no code implementations21 Feb 2024 Abhisek Chakraborty, Megan H. Murray, Ilya Lipkovich, Yu Du

The American Statistical Association (ASA) statement on statistical significance and P-values \cite{wasserstein2016asa} cautioned statisticians against making scientific decisions solely on the basis of traditional P-values.

Combining Doubly Robust Methods and Machine Learning for Estimating Average Treatment Effects for Observational Real-world Data

1 code implementation23 Apr 2022 Xiaoqing Tan, Shu Yang, Wenyu Ye, Douglas E. Faries, Ilya Lipkovich, Zbigniew Kadziola

Recently, various doubly robust methods have been proposed for average treatment effect estimation by combining the treatment model and the outcome model via different vehicles, such as matching, weighting, and regression.

regression

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