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Updated: Sep 9, 2025

Digital Home-Monitoring of Patients after Kidney Transplantation: The MACCS Platform
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エッジ・クラウド環境における医療データのプライバシー保護のための統合セキュリティ

Rasanga Jayaweera1, Himanshu Agrawal1, Nickson M Karie1

  • 1School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University, Bentley, WA 6102, Australia.

Sensors (Basel, Switzerland)
|August 28, 2025
PubMed
まとめ

この研究では,連邦学習 (FL) とホモモルフ暗号 (HE) を使用した医療におけるAIモデルを訓練するためのプライバシー保護方法が紹介されています. 新しい HEAT-FL フレームワークは,暗号化パラメータを適応的に調整することで,安全性と効率性を高め,トレーニング時間を大幅に短縮します.

キーワード:
フェデラート・ラーニング医療データ同型暗号化プライバシーを守る

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