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"

7 / 7 papers shown

Title
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders Debo Cheng Ziqi Xu Jiuyong Li Lin Liu Jixue Liu Wentao Gao T. Le CML 38 6 0 12 Dec 2023
Learning the Causal Structure of Networked Dynamical Systems under Latent Nodes and Structured Noise Augusto Santos Diogo Rente Rui Seabra José M. F. Moura 11 4 0 10 Dec 2023
COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning Chuizheng Meng Yihe Dong Sercan Ö. Arik Yan Liu Tomas Pfister CML AI4TS 23 0 0 01 Nov 2023
Estimating Treatment Effects in Continuous Time with Hidden Confounders Defu Cao James Enouen Yong-Jin Liu CML 35 2 0 19 Feb 2023
Deconfounding Temporal Autoencoder: Estimating Treatment Effects over Time Using Noisy Proxies Milan Kuzmanovic Tobias Hatt Stefan Feuerriegel CML 47 21 0 06 Dec 2021
Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis Nikolay Doudchenko Guido Imbens 36 411 0 25 Oct 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 223 719 0 12 May 2016