Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes

10 April 2017

Papers citing "Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes"

18 / 18 papers shown

Title
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates Baozhen Wang Xingye Qiao 169 2 0 28 Jan 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel Mihaela van der Schaar CML 222 5 0 05 Nov 2024
New User Event Prediction Through the Lens of Causal Inference H. Yuchi Shixiang Zhu Li Dong Yigit M. Arisoy Matthew C. Spencer 72 0 0 08 Jul 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects Jef Jonkers Jarne Verhaeghe Glenn Van Wallendael Luc Duchateau Sofie Van Hoecke 398 2 0 07 Feb 2024
Estimating Individual Treatment Effect in Observational Data Using Random Forest Methods Gian-Andrea Thanei Saad Sadiq Daniel J. Feaster N. Meinshausen CML 51 144 0 19 Jan 2017
Counterfactual Prediction with Deep Instrumental Variables Networks Jason S. Hartford Greg Lewis Kevin Leyton-Brown Matt Taddy CML OOD 158 49 0 30 Dec 2016
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves Yanbo Xu Yanxun Xu Suchi Saria CML 82 40 0 18 Aug 2016
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 103 2,006 0 14 Jun 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 346 2,484 0 14 Oct 2015
Adaptive Bayesian credible sets in regression with a Gaussian process prior S. Sniekers A. van der Vaart 53 46 0 29 Apr 2015
Recursive Partitioning for Heterogeneous Causal Effects Susan Athey Guido Imbens CML 256 1,429 0 05 Apr 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014
Honest Bayesian confidence sets for the L2-norm Botond Szabó A. van der Vaart Harry Van Zanten 75 29 0 29 Nov 2013
Frequentist coverage of adaptive nonparametric Bayesian credible sets Botond Szabó Van der Vaart V. Zanten 77 159 0 16 Oct 2013
Counterfactual Reasoning and Learning Systems Léon Bottou J. Peters J. Q. Candela Denis Xavier Charles D. M. Chickering Elon Portugaly Dipankar Ray Patrice Y. Simard Edward Snelson CML OffRL 382 783 0 11 Sep 2012
Kernels for Vector-Valued Functions: a Review Mauricio A. Alvarez Lorenzo Rosasco Neil D. Lawrence GP 207 925 0 30 Jun 2011
Doubly Robust Policy Evaluation and Learning Miroslav Dudík John Langford Lihong Li OffRL 339 697 0 23 Mar 2011
BART: Bayesian additive regression trees H. Chipman E. George R. McCulloch 135 1,792 0 19 Jun 2008