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math.ST2020
BART-based inference for Poisson processes
Stamatina Lamprinakou, Mauricio Barahona, Seth Flaxman +3
The effectiveness of Bayesian Additive Regression Trees (BART) has been demonstrated in a variety of contexts including non-parametric regression and classification. A BART scheme…
math.ST2015
Doubly robust dose-response estimation for continuous treatments via generalized propensity score augmented outcome regression
Daniel J. Graham, Emma J. McCoy, David A. Stephens
This paper constructs a doubly robust estimator for continuous dose-response estimation. An outcome regression model is augmented with a set of inverse generalized propensity score…