Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

Keyphrases

• Patient Data 100%
• Institutional Collaboration 100%
• Federated Learning 100%
• Quality Model 60%
• Model Learning 40%
• Deep Learning 20%
• Personalized Medicine 20%
• Expanded Access 20%
• Access to Data 20%
• Diagnostic Biomarker 20%
• Diverse Datasets 20%
• Prognostic Biomarker 20%
• Data Sharing 20%
• Data Distribution 20%
• Practical Implementation 20%
• Complex Patterns 20%
• Novel Paradigm 20%
• Training Model 20%
• Data Owner 20%
• Centralized Data 20%
• Clinical Adoption 20%
• Catalytic Impact 20%
• Quality Patterns 20%
• Face Privacy 20%
• Collaborative Methods 20%
• Learning Patterns 20%
• Benefit Model 20%
• Collaborative Learning Approach 20%
• Data Aggregate 20%

Computer Science

• Federated Learning 100%
• quality model 60%
• Data Sharing 20%
• Training Model 20%
• Learning Approach 20%
• Complex Pattern 20%
• Data Distribution 20%
• Generalizability 20%
• Deep Learning Method 20%
• Collaborative Learning 20%