Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments

24 May 2019

Papers citing "Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments"

10 / 10 papers shown

Title
Efficient Adaptive Experimentation with Non-Compliance Miruna Oprescu Brian M Cho Nathan Kallus 129 0 0 23 May 2025
Orthogonal Causal Calibration Justin Whitehouse Christopher Jung Vasilis Syrgkanis Bryan Wilder Zhiwei Steven Wu CML 131 1 0 04 Jun 2024
Regularized Orthogonal Machine Learning for Nonlinear Semiparametric Models Denis Nekipelov Vira Semenova Vasilis Syrgkanis 31 20 0 13 Jun 2018
Consistent Individualized Feature Attribution for Tree Ensembles Scott M. Lundberg G. Erion Su-In Lee FAtt TDI 55 1,379 0 12 Feb 2018
Quasi-Oracle Estimation of Heterogeneous Treatment Effects Xinkun Nie Stefan Wager CML 108 643 0 13 Dec 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 121 915 0 12 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 682 21,613 0 22 May 2017
Policy Learning with Observational Data Susan Athey Stefan Wager CML OffRL 249 183 0 09 Feb 2017
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 169 1,348 0 05 Oct 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 444 37,815 0 09 Mar 2016