Complier Stochastic Direct Effects: Identification and Robust Estimation

DOI10.1080/01621459.2019.1704292zbMath1510.62105arXiv1810.12452OpenAlexW2899441407WikidataQ126571619 ScholiaQ126571619MaRDI QIDQ6040685

Kara E. Rudolph, Mark J. Van der Laan, Oleg Sofrygin

Publication date: 22 May 2023

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1810.12452

zbMATH Keywords

mediationinstrumental variablestargeted minimum loss-based estimation

Mathematics Subject Classification ID

Causal inference from observational studies (62D20)

Cites Work

• Unnamed Item
• Identification, inference and sensitivity analysis for causal mediation effects
• Robust and flexible estimation of stochastic mediation effects: a proposed method and example in a randomized trial setting
• Identification of Causal Effects Using Instrumental Variables
• Robust Estimation of Encouragement Design Intervention Effects Transported Across Sites
• Direct and Indirect Treatment Effects–Causal Chains and Mediation Analysis with Instrumental Variables
• Doubly robust nonparametric inference on the average treatment effect
• Causal Mediation Analyses with Rank Preserving Models
• Mediation Analysis with time Varying Exposures and Mediators