Search Results for author: Roy Welsch

Found 2 papers, 0 papers with code

Efficient estimation of weighted cumulative treatment effects by double/debiased machine learning

no code implementations3 May 2023 Shenbo Xu, Bang Zheng, Bowen Su, Stan Finkelstein, Roy Welsch, Kenney Ng, Ioanna Tzoulaki, Zach Shahn

Estimators targeting overlap weighted effects have been proposed to address the challenge of poor overlap, and methods enabling flexible machine learning for nuisance models address model misspecification.

Causal Inference

The Univariate Flagging Algorithm (UFA): a Fully-Automated Approach for Identifying Optimal Thresholds in Data

no code implementations12 Apr 2016 Mallory Sheth, Roy Welsch, Natasha Markuzon

We demonstrate that the proposed algorithm is robust against missing data and noise, is scalable, and is easy to interpret and visualize.

General Classification

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