Stochastic Tree Ensembles for Estimating Heterogeneous Effects

15 September 2022

Papers citing "Stochastic Tree Ensembles for Estimating Heterogeneous Effects"

10 / 10 papers shown

Title
A Mixing Time Lower Bound for a Simplified Version of BART Omer Ronen Theo Saarinen Yan Shuo Tan James Duncan Bin Yu 34 10 0 17 Oct 2022
Feature selection in stratification estimators of causal effects: lessons from potential outcomes, causal diagrams, and structural equations P. R. Hahn Andrew Herren CML 33 3 0 23 Sep 2022
Local Gaussian process extrapolation for BART models with applications to causal inference Meijia Wang Jingyu He P. R. Hahn 89 11 0 23 Apr 2022
Semi-supervised learning and the question of true versus estimated propensity scores Andrew Herren P. R. Hahn 17 3 0 14 Sep 2020
Stochastic tree ensembles for regularized nonlinear regression Jingyu He Richard Hahn 37 30 0 09 Feb 2020
XBART: Accelerated Bayesian Additive Regression Trees Jingyu He Saar Yalov P. R. Hahn 21 25 0 04 Oct 2018
Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition Vincent Dorie J. Hill Uri Shalit M. Scott D. Cervone CML 138 286 0 09 Jul 2017
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 226 1,354 0 05 Oct 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 252 2,480 0 14 Oct 2015
BART: Bayesian additive regression trees H. Chipman E. George R. McCulloch 107 1,789 0 19 Jun 2008