A confounding bridge approach for double negative control inference on causal effects

Unmeasured confounding is a key challenge for causal inference. In this paper, we establish a framework for unmeasured confounding adjustment with negative control variables. A negative control outcome is associated with the confounder but not causally affected by the exposure in view, and a negativ...

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Bibliographic Details
Main Authors: Wang Miao, Xu Shi, Yilin Li, Eric J. Tchetgen Tchetgen
Format: Article
Language:English
Published: Taylor & Francis Group 2024-10-01
Series:Statistical Theory and Related Fields
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Online Access:https://www.tandfonline.com/doi/10.1080/24754269.2024.2390748
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