IHVFL: a privacy-enhanced intention-hiding vertical federated learning framework for medical data

IHVFL: a privacy-enhanced intention-hiding vertical federated learning framework for medical data

Abstract Vertical Federated Learning (VFL) has many applications in the field of smart healthcare with excellent performance. However, current VFL systems usually primarily focus on the privacy protection during model training, while the preparation of training data receives little attention. In rea...

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Bibliographic Details
Main Authors: Fei Tang, Shikai Liang, Guowei Ling, Jinyong Shan
Format: Article
Language:English
Published: SpringerOpen 2023-10-01
Series:Cybersecurity
Subjects:
Medical data
Vertical federated learning
Privacy-presserving
Intention-hiding
Logistic regression
Online Access:https://doi.org/10.1186/s42400-023-00166-9

Internet

https://doi.org/10.1186/s42400-023-00166-9

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