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Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates

28 January 2025
Baozhen Wang
Xingye Qiao
ArXiv (abs)PDFHTML

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
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
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
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
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
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
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
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
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
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
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
Stefan Wager
Susan Athey
SyDaCML
418
2,506
0
14 Oct 2015
Recursive Partitioning for Heterogeneous Causal Effects
Recursive Partitioning for Heterogeneous Causal Effects
Susan Athey
Guido Imbens
CML
334
1,443
0
05 Apr 2015
Fast Nonparametric Conditional Density Estimation
Fast Nonparametric Conditional Density Estimation
Michael P. Holmes
Alexander G. Gray
Charles Isbell
112
80
0
20 Jun 2012
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