Overlap in Observational Studies with High-Dimensional Covariates

Overlap in Observational Studies with High-Dimensional Covariates

7 November 2017

Alexander DÁmour

Papers citing "Overlap in Observational Studies with High-Dimensional Covariates"

14 / 14 papers shown

Title
Causal mediation analysis with one or multiple mediators: a comparative study Judith Abécassis Houssam Zenati Sami Boumaïza Julie Josse Bertrand Thirion CML 29 0 0 12 May 2025
Exploiting Epistemic Uncertainty in Cold-Start Recommendation Systems Yang Xiang Li Fan Chenke Yin Menglin Kong Chengtao Ji OffRL 61 0 0 22 Feb 2025
An AI-powered Bayesian generative modeling approach for causal inference in observational studies Qiao Liu W. Wong CML 59 0 0 03 Jan 2025
Heavy Tail Robust Estimation and Inference for Average Treatment Effects Jonathan B. Hill Saraswata Chaudhuri 108 17 0 11 Dec 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 176 8 0 15 Sep 2024
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 118 0 0 25 Jun 2024
Machine Learning Methods Economists Should Know About Susan Athey Guido Imbens 66 675 0 24 Mar 2019
Robust Inference Using Inverse Probability Weighting Xinwei Ma Jingshen Wang 34 94 0 26 Oct 2018
Instrumental variables as bias amplifiers with general outcome and confounding Peng Ding T. VanderWeele Jamie Robins CML 31 67 0 16 Jan 2017
Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions Susan Athey Guido Imbens Stefan Wager CML 196 387 0 25 Apr 2016
Robust Inference on Average Treatment Effects with Possibly More Covariates than Observations M. Farrell 99 343 0 18 Sep 2013
Supplementary Appendix for "Inference on Treatment Effects After Selection Amongst High-Dimensional Controls" A. Belloni Victor Chernozhukov Christian B. Hansen 180 1,401 0 27 May 2013
On a Class of Bias-Amplifying Variables that Endanger Effect Estimates Judea Pearl CML 46 179 0 15 Mar 2012
Semiparametric efficiency in GMM models with auxiliary data Xiaohong Chen H. Hong Alessandro Tarozzi 331 234 0 01 May 2007