Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment

BACKGROUND: Federated learning is a decentralized approach to machine learning; it is a training strategy that overcomes medical data privacy regulations and generalizes deep learning algorithms. Federated learning mitigates many systemic privacy risks by sharing only the model and parameters for tr...

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Bibliografiske detaljer
Udgivet i:JMIR Med Inform
Main Authors: Lee, Haeyun, Chai, Young Jun, Joo, Hyunjin, Lee, Kyungsu, Hwang, Jae Youn, Kim, Seok-Mo, Kim, Kwangsoon, Nam, Inn-Chul, Choi, June Young, Yu, Hyeong Won, Lee, Myung-Chul, Masuoka, Hiroo, Miyauchi, Akira, Lee, Kyu Eun, Kim, Sungwan, Kong, Hyoun-Joong
Format: Artigo
Sprog:Inglês
Udgivet: JMIR Publications 2021
Fag:
Original Paper
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8170555/
https://ncbi.nlm.nih.gov/pubmed/33858817
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/25869
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