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...

ver descrição completa

Na minha lista:
Detalhes bibliográficos
Publicado no: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
Formato: Artigo
Idioma:Inglês
Publicado em: JMIR Publications 2021
Assuntos:
Original Paper
Acesso em linha: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
Tags: Adicionar Tag
Sem tags, seja o primeiro a adicionar uma tag!

Registos relacionados