Minimax Optimal Nonparametric Estimation of Heterogeneous Treatment Effects

15 February 2020

Papers citing "Minimax Optimal Nonparametric Estimation of Heterogeneous Treatment Effects"

11 / 11 papers shown

Title
Leveraging a Simulator for Learning Causal Representations from Post-Treatment Covariates for CATE Lokesh Nagalapatti Pranava Singhal Avishek Ghosh Sunita Sarawagi CML 105 0 0 07 Feb 2025
Quasi-Oracle Estimation of Heterogeneous Treatment Effects Xinkun Nie Stefan Wager CML 142 651 0 13 Dec 2017
The Nearest Neighbor Information Estimator is Adaptively Near Minimax Rate-Optimal Jiantao Jiao Weihao Gao Yanjun Han 47 47 0 23 Nov 2017
Optimal rates of entropy estimation over Lipschitz balls Yanjun Han Jiantao Jiao Tsachy Weissman Yihong Wu 67 73 0 06 Nov 2017
Estimating Mutual Information for Discrete-Continuous Mixtures Weihao Gao Sreeram Kannan Sewoong Oh Pramod Viswanath 48 511 0 19 Sep 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 64 219 0 01 Jul 2017
Hypothesis Testing For Densities and High-Dimensional Multinomials: Sharp Local Minimax Rates Sivaraman Balakrishnan Larry A. Wasserman 44 50 0 30 Jun 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 164 923 0 12 Jun 2017
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 346 2,484 0 14 Oct 2015
Recursive Partitioning for Heterogeneous Causal Effects Susan Athey Guido Imbens CML 256 1,430 0 05 Apr 2015
Adaptation to lowest density regions with application to support recovery Tim Patschkowski Angelika Rohde 81 17 0 18 Aug 2014