Instrumental Variable Estimation for Causal Inference in Longitudinal
Data with Time-Dependent Latent Confounders

Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders

12 December 2023

Wentao Gao

Papers citing "Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders"

6 / 6 papers shown

Title
Leaning Time-Varying Instruments for Identifying Causal Effects in Time-Series Data Debo Cheng Ziqi Xu Jiuyong Li Lin Liu T. Le Xudong Guo Shichao Zhang CML 72 0 0 26 Nov 2024
Deconfounding Time Series Forecasting Wentao Gao Feiyu Yang Mengze Hong Xiaojing Du Zechen Hu Xiongren Chen Ziqi Xu CML BDL AI4TS 29 0 0 27 Oct 2024
TSI: A Multi-View Representation Learning Approach for Time Series Forecasting Wentao Gao Ziqi Xu Jiuyong Li Lin Liu Jixue Liu T. Le Debo Cheng Yanchang Zhao Yun Chen AI4TS 30 0 0 30 Sep 2024
Causal GNNs: A GNN-Driven Instrumental Variable Approach for Causal Inference in Networks Xiaojing Du Feiyu Yang Wentao Gao Xiongren Chen CML 40 1 0 13 Sep 2024
A Deconfounding Approach to Climate Model Bias Correction Wentao Gao Jiuyong Li Debo Cheng Lin Liu Jixue Liu T. Le Xiaojing Du Xiongren Chen Yanchang Zhao Yun Chen AI4Cl 37 4 0 22 Aug 2024
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders Defu Cao James Enouen Yujing Wang Xiangchen Song Chuizheng Meng Hao Niu Yan Liu CML 38 21 0 04 Mar 2023