20 citations · 47 across the 6 of their papers we have counts for
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stat.ME2021★ 2 cited
Causal aggregation: estimation and inference of causal effects by constraint-based data fusion
Jaime Roquero Gimenez, Dominik Rothenhäusler
In causal inference, it is common to estimate the causal effect of a single treatment variable on an outcome. However, practitioners may also be interested in the effect of simulta…
stat.ME2020★ 3 cited
Identifying Invariant Factors Across Multiple Environments with KL Regression
Jaime Roquero Gimenez, James Zou
Many datasets are collected from multiple environments (e.g. different labs, perturbations, etc.), and it is often advantageous to learn models and relations that are invariant acr…