Double/Debiased Machine Learning for Dynamic Treatment Effects via
g-Estimation

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Double/Debiased Machine Learning for Dynamic Treatment Effects via g-Estimation

17 February 2020

Vasilis Syrgkanis

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Papers citing "Double/Debiased Machine Learning for Dynamic Treatment Effects via g-Estimation"

13 / 13 papers shown

Title
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 158 7 0 07 Jul 2024
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML OOD 216 2 0 16 Oct 2023
A Meta-Learning Method for Estimation of Causal Excursion Effects to Assess Time-Varying Moderation Jieru Shi Walter Dempsey CML 49 4 0 28 Jun 2023
Semi-parametric inference based on adaptively collected data Licong Lin K. Khamaru Martin J. Wainwright OffRL 82 7 0 05 Mar 2023
Synthetic Blip Effects: Generalizing Synthetic Controls for the Dynamic Treatment Regime Anish Agarwal Vasilis Syrgkanis CML 59 3 0 20 Oct 2022
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders S. Jun S. Lee 79 1 0 27 May 2022
Structural Nested Mean Models Under Parallel Trends Assumptions Zach Shahn O. Dukes David Richardson E. T. Tchetgen Jamie Robins 28 9 0 21 Apr 2022
Sequential Kernel Embedding for Mediated and Time-Varying Dose Response Curves Rahul Singh Liyuan Xu Arthur Gretton 126 3 0 06 Nov 2021
Robust Orthogonal Machine Learning of Treatment Effects Yiyan Huang Cheuk Hang Leung Qi Wu Xing Yan OOD CML 57 0 0 22 Mar 2021
Estimating the Long-Term Effects of Novel Treatments Keith Battocchi E. Dillon Maggie Hei Greg Lewis Miruna Oprescu Vasilis Syrgkanis CML 108 10 0 15 Mar 2021
Regularizing Double Machine Learning in Partially Linear Endogenous Models Corinne Emmenegger Peter Buhlmann 28 10 0 29 Jan 2021
Distributed Double Machine Learning with a Serverless Architecture Malte S. Kurz 55 15 0 11 Jan 2021
Evaluating (weighted) dynamic treatment effects by double machine learning Hugo Bodory M. Huber Lukávs Lafférs CML 78 53 0 01 Dec 2020