6 citations · 10 across the 5 of their papers we have counts for
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stat.ML2022★ 6 cited
Sample-Specific Root Causal Inference with Latent Variables
Eric V. Strobl, Thomas A. Lasko
Root causal analysis seeks to identify the set of initial perturbations that induce an unwanted outcome. In prior work, we defined sample-specific root causes of disease using exog…
stat.ML2022
Identifying Patient-Specific Root Causes of Disease
Eric V. Strobl, Thomas A. Lasko
Complex diseases are caused by a multitude of factors that may differ between patients. As a result, hypothesis tests comparing all patients to all healthy controls can detect many…
stat.ML2021
Synthesized Difference in Differences
Eric V. Strobl, Thomas A. Lasko
We consider estimating the conditional average treatment effect for everyone by eliminating confounding and selection bias. Unfortunately, randomized clinical trials (RCTs) elimina…