Multisite learning of high-dimensional heterogeneous data with applications to opioid use disorder study of 15,000 patients across 5 clinical sites

Integrating data across institutions can improve learning efficiency. To integrate data efficiently while protecting privacy, we propose A one-shot, summary-statistics-based, Distributed Algorithm for fitting Penalized (ADAP) regression models across multiple datasets. ADAP utilizes patient-level da...

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Detalles Bibliográficos
Autores principales: Liu, Xiaokang, Duan, Rui, Luo, Chongliang, Ogdie, Alexis, Moore, Jason H., Kranzler, Henry R., Bian, Jiang, Chen, Yong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9245877/
https://www.ncbi.nlm.nih.gov/pubmed/35773438
http://dx.doi.org/10.1038/s41598-022-14029-9

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9245877/
https://www.ncbi.nlm.nih.gov/pubmed/35773438
http://dx.doi.org/10.1038/s41598-022-14029-9

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