Estimating Individual Treatment Effects using Non-Parametric Regression
Models: a Review

Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review

14 September 2020

I. Manolopoulou

Papers citing "Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review"

16 / 16 papers shown

Title
A flexible Bayesian g-formula for causal survival analyses with time-dependent confounding Xinyuan Chen Liangyuan Hu Fan Li CML 42 0 0 04 Feb 2024
Shrinkage Bayesian Causal Forests for Heterogeneous Treatment Effects Estimation A. Caron G. Baio I. Manolopoulou CML 45 16 0 12 Feb 2021
A comparison of methods for model selection when estimating individual treatment effects Alejandro Schuler M. Baiocchi Robert Tibshirani N. Shah CML 47 58 0 14 Apr 2018
Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution Judea Pearl CML 61 334 0 11 Jan 2018
Quasi-Oracle Estimation of Heterogeneous Treatment Effects Xinkun Nie Stefan Wager CML 116 650 0 13 Dec 2017
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 128 286 0 09 Jul 2017
Some methods for heterogeneous treatment effect estimation in high-dimensions Scott Powers Junyang Qian Kenneth Jung Alejandro Schuler N. Shah Trevor Hastie Robert Tibshirani CML 52 219 0 01 Jul 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 136 921 0 12 Jun 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes Ahmed Alaa M. Schaar CML 135 302 0 10 Apr 2017
Estimating Individual Treatment Effect in Observational Data Using Random Forest Methods Gian-Andrea Thanei Saad Sadiq Daniel J. Feaster N. Meinshausen CML 51 144 0 19 Jan 2017
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 271 729 0 12 May 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 233 2,480 0 14 Oct 2015
Recursive Partitioning for Heterogeneous Causal Effects Susan Athey Guido Imbens CML 141 1,428 0 05 Apr 2015
Statistical Causality from a Decision-Theoretic Perspective A. Philip Dawid CML 57 73 0 09 May 2014
Kernels for Vector-Valued Functions: a Review Mauricio A. Alvarez Lorenzo Rosasco Neil D. Lawrence GP 177 923 0 30 Jun 2011
BART: Bayesian additive regression trees H. Chipman E. George R. McCulloch 105 1,789 0 19 Jun 2008

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