Data integration in causal inference

• Published in: Wiley interdisciplinary reviews. Computational statistics Vol. 15; no. 1
• Main Authors: Shi, Xu, Pan, Ziyang, Miao, Wang
• Format: Journal Article
• Language: English
• Published: Hoboken, USA John Wiley & Sons, Inc 01.01.2023
• Subjects: causal inference; data fusion; data integration; generalizability; transportability; Causal inference; data fusion; generalizability; transportability; data integration

Integrating data from multiple heterogeneous sources has become increasingly popular to achieve a large sample size and diverse study population. This article reviews development in causal inference methods that combines multiple datasets collected by potentially different designs from potentially h...