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2501.14933
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Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates
28 January 2025
Baozhen Wang
Xingye Qiao
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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
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