Estimating Treatment Effects from Irregular Time Series Observations
with Hidden Confounders

Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders

4 March 2023

Yujing Wang

Xiangchen Song

Yan Liu

Papers citing "Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders"

5 / 5 papers shown

Title
COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning Chuizheng Meng Yihe Dong Sercan Ö. Arik Yan Liu Tomas Pfister CML AI4TS 11 0 0 01 Nov 2023
Estimating Treatment Effects in Continuous Time with Hidden Confounders Defu Cao James Enouen Y. Liu CML 24 2 0 19 Feb 2023
Deconfounding Temporal Autoencoder: Estimating Treatment Effects over Time Using Noisy Proxies Milan Kuzmanovic Tobias Hatt Stefan Feuerriegel CML 42 21 0 06 Dec 2021
Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis Nikolay Doudchenko Guido Imbens 28 409 0 25 Oct 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 207 718 0 12 May 2016