Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates

28 January 2025

Papers citing "Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates"

12 / 12 papers shown

Title
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift Baozhen Wang Xingye Qiao 152 0 0 25 Feb 2025
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 424 51 0 24 Jul 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 174 195 0 11 Jun 2020
Conditional Density Estimation with Neural Networks: Best Practices and Benchmarks Jonas Rothfuss Fabio Ferreira Simon Walther Maxim Ulrich TPM 124 75 0 03 Mar 2019
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 283 288 0 09 Jul 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 261 934 0 12 Jun 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes Ahmed Alaa M. Schaar CML 193 304 0 10 Apr 2017
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 221 253 0 02 Sep 2016
Distribution-Free Predictive Inference For Regression Jing Lei M. G'Sell Alessandro Rinaldo Robert Tibshirani Larry A. Wasserman 425 849 0 14 Apr 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 418 2,506 0 14 Oct 2015
Recursive Partitioning for Heterogeneous Causal Effects Susan Athey Guido Imbens CML 334 1,443 0 05 Apr 2015
Fast Nonparametric Conditional Density Estimation Michael P. Holmes Alexander G. Gray Charles Isbell 112 80 0 20 Jun 2012