Search Results for author: Stephen R Cole

Found 2 papers, 0 papers with code

A Causal Inference Framework for Leveraging External Controls in Hybrid Trials

no code implementations15 May 2023 Michael Valancius, Herb Pang, Jiawen Zhu, Stephen R Cole, Michele Jonsson Funk, Michael R Kosorok

We consider the challenges associated with causal inference in settings where data from a randomized trial is augmented with control data from an external source to improve efficiency in estimating the average treatment effect (ATE).

Causal Inference

Super learning in the SAS system

no code implementations21 May 2018 Alexander P. Keil, Daniel Westreich, Jessie K Edwards, Stephen R Cole

We develop super learning in the SAS software system using a new macro, and demonstrate its performance relative to the R package.

BIG-bench Machine Learning Causal Inference +1

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