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G-Computation Demonstration in Causal Mediation Analysis with Multiple Mediators

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成果类型:
期刊论文、会议论文
作者:
Zhang, Jie;Chen, Yan;Hu, Xiang;Hu, Jiwei;Yang, Lintao
作者机构:
[Zhang, Jie; Chen, Yan; Yang, Lintao] Cent China Normal Univ, Coll Phys Sci & Technol, Wuhan, Peoples R China.
[Hu, Jiwei; Hu, Xiang] Wuhan Fiberhome Tech Serv Co Ltd, Wuhan, Peoples R China.
语种:
英文
关键词:
g-computation;mediation analysis;causal effect decomposition;joint effects;simulation
期刊:
2022 2ND IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND ARTIFICIAL INTELLIGENCE (SEAI 2022)
年:
2022
页码:
288-292
会议名称:
2nd IEEE International Conference on Software Engineering and Artificial Intelligence (SEAI) / 7th International Workshop on Pattern Recognition (IWPR)
会议时间:
JUN 10-12, 2022
会议地点:
Huaqiao Univ, Coll Comp Sci & Technol, Xiamen, PEOPLES R CHINA
会议主办单位:
Huaqiao Univ, Coll Comp Sci & Technol
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-6654-8223-3
基金类别:
key RESEARCH and development project of Hubei Province "Research and Application of key Technologies of Intelligent Operation [2020BAA001]
机构署名:
本校为第一机构
院系归属:
物理科学与技术学院
摘要:
Parametric and semiparametric estimation methods are available for the case of multiple mediators in causal mediation analysis. However, in the presence of multiple exposure-mediators and mediator-mediator interactions, it is challenging to study the direct and indirect effects of multiple mediators. In this paper, we use G-computation to derive a decomposition of the overall effect that unifies the mediating and interacting effects when multiple mediators are present, including natural direct and indirect effects, direct effects of standard and random controls, and reference and mediating int...

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