Combining Experimental and Observational Data for Identification and
Estimation of Long-Term Causal Effects

Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects

26 January 2022

AmirEmad Ghassami

David Richardson

Papers citing "Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects"

12 / 12 papers shown

Title
A Cautionary Tale on Integrating Studies with Disparate Outcome Measures for Causal Inference Harsh Parikh Trang Quynh Nguyen Elizabeth A. Stuart Kara E. Rudolph Caleb H. Miles CML 17 0 0 16 May 2025
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning Ruichu Cai Junjie Wan Weilin Chen Zeqin Yang Zijian Li Peng Zhen Jiecheng Guo CML 59 1 0 08 May 2025
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing Qinwei Yang Ruocheng Guo Shasha Han Peng Wu 26 0 0 28 Apr 2025
Long-term Causal Inference via Modeling Sequential Latent Confounding Weilin Chen Ruichu Cai Yuguang Yan Zhifeng Hao José Miguel Hernández-Lobato CML 84 1 0 26 Feb 2025
Nonparametric Heterogeneous Long-term Causal Effect Estimation via Data Combination Weilin Chen Ruichu Cai Junjie Wan Zeqin Yang José Miguel Hernández-Lobato 58 1 0 26 Feb 2025
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets Yuxin Wang Maresa Schröder Dennis Frauen J. Schweisthal Konstantin Hess Stefan Feuerriegel CML 78 0 0 16 Dec 2024
Combining Incomplete Observational and Randomized Data for Heterogeneous Treatment Effects Dong Yao Caizhi Tang Daixin Wang Longfei Li CML 26 0 0 28 Oct 2024
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights Zeqin Yang Weilin Chen Ruichu Cai Yuguang Yan Zhifeng Hao Zhipeng Yu Zhichao Zou Jixing Xu Zhen Peng Jiecheng Guo 64 3 0 27 Jun 2024
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments J. Schweisthal Dennis Frauen M. Schaar Stefan Feuerriegel CML 47 4 0 04 Jun 2024
Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects Yingrong Wang Anpeng Wu Haoxuan Li Weiming Liu Qiaowei Miao Ruoxuan Xiong Fei Wu Kun Kuang 42 0 0 05 Mar 2024
Identification and Estimation for Nonignorable Missing Data: A Data Fusion Approach Zixiao Wang AmirEmad Ghassami I. Shpitser 8 1 0 15 Nov 2023
A Double Machine Learning Approach to Combining Experimental and Observational Data Harsh Parikh Marco Morucci Vittorio Orlandi Sudeepa Roy Cynthia Rudin A. Volfovsky 13 8 0 04 Jul 2023