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Generalizability Methods for Estimating Causal Population Effects
(2021-07-12)
Studies are often performed in samples that do not resemble the target populations relevant for policy, treatment, or other decisions. Much of the causal inference literature has focused on addressing internal validity ...
Optimal Transport Methods for Causal Inference, Multisample Testing, and Model Interpretation
(2021-05-12)
The manuscript discusses three topics that utilize optimal transport and related methodologies to solve problems in statistics. Chapter 2 uses the Wasserstein distance to construct interpretable approximations to complicated ...