VERTICOX : Vertically Distributed Cox Proportional Hazards Model Using the Alternating Direction Method of Multipliers

The Cox proportional hazards model is a popular semi-parametric model for survival analysis. In this paper, we aim at developing a federated algorithm for the Cox proportional hazards model over vertically partitioned data (i.e., data from the same patient are stored at different institutions). We p...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on knowledge and data engineering. - 1998. - 34(2022), 2 vom: 16. Feb., Seite 996-1010
1. Verfasser: Dai, Wenrui (VerfasserIn)
Weitere Verfasser: Jiang, Xiaoqian, Bonomi, Luca, Li, Yong, Xiong, Hongkai, Ohno-Machado, Lucila
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on knowledge and data engineering
Schlagworte:Journal Article Cox proportional hazards model Federated survival analysis alternating direction method of multipliers privacy protection vertically partitioned data