Data encoding for healthcare data democratization and information leakage prevention
Abstract The lack of data democratization and information leakage from trained models hinder the development and acceptance of robust deep learning-based healthcare solutions. This paper argues that irreversible data encoding can provide an effective solution to achieve data democratization without...
Main Authors: | , , , , , |
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Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2024-02-01
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Series: | Nature Communications |
Online Access: | https://doi.org/10.1038/s41467-024-45777-z |