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Updated: Feb 15, 2026

Constructing and Visualizing Models using Mime-based Machine-learning Framework
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Constructing and Visualizing Models using Mime-based Machine-learning Framework

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分散型機械学習とAIの臨床モデルを,ローカルで集中的な代替案と比較する:体系的なレビュー

José Miguel Diniz1,2, Henrique Vasconcelos3,4, Rita Rb-Silva3,5

  • 1RISE-Health, MEDCIDS, Faculty of Medicine, University of Porto, Porto, Portugal. jmdiniz.med@gmail.com.

NPJ digital medicine
|February 13, 2026
PubMed
まとめ

医療における分散型学習 (DL) は,地元の学習を上回り,プライバシー上の利点を提供することで,有望な結果を示しています. 集中学習 (CL) はいくつかの指標で優れているが,DLは敏感なデータアプリケーションに臨床的に許容可能な代替案を提供します.

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