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cs.LG2022
JAWS: Auditing Predictive Uncertainty Under Covariate Shift
Drew Prinster, Anqi Liu, Suchi Saria
We propose \textbf{JAWS}, a series of wrapper methods for distribution-free uncertainty quantification tasks under covariate shift, centered on the core method \textbf{JAW}, the \t…
cs.LG2016★ 28 cited
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves
Yanbo Xu, Yanxun Xu, Suchi Saria
We study the problem of estimating the continuous response over time to interventions using observational time series---a retrospective dataset where the policy by which the data a…