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Fair compute loads enabled by blockchain: sharing models by alternating client and server roles

OBJECTIVE: Decentralized privacy-preserving predictive modeling enables multiple institutions to learn a more generalizable model on healthcare or genomic data by sharing the partially trained models instead of patient-level data, while avoiding risks such as single point of control. State-of-the-ar...

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Bibliographic Details
Published in:J Am Med Inform Assoc
Main Authors: Kuo, Tsung-Ting, Gabriel, Rodney A, Ohno-Machado, Lucila
Format: Artigo
Language:Inglês
Published: Oxford University Press 2019
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC7787356/
https://ncbi.nlm.nih.gov/pubmed/30892656
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/jamia/ocy180
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