SurvMaximin: Robust federated approach to transporting survival risk prediction models

Keyphrases

• Risk Prediction Model 100%
• Federated Approach 100%
• Feature Coefficient 100%
• Survival Risk Prediction 100%
• Health Centers 33%
• Transfer Learning 33%
• Cox Model 33%
• Summary Information 33%
• Federated Learning 33%
• Patient-level 16%
• France 16%
• Information Exchange 16%
• Performance Prediction 16%
• Outcome Information 16%
• Electronic Health Records 16%
• Model Features 16%
• Survival Analysis 16%
• Germany 16%
• Single Center 16%
• Improved Estimation 16%
• Privacy-preserving 16%
• Time-to-event Outcomes 16%
• Simulation Study 16%
• Covariance Matrix 16%
• High-dimensional Features 16%
• Coefficient Estimates 16%
• Regression Vectors 16%
• Borrowing Information 16%

Computer Science

• Prediction Model 100%
• Target Population 100%
• Health Care 33%
• Summary Information 33%
• Transfer Learning 33%
• Federated Learning 33%
• Privacy Preserving 16%
• Dimensional Feature 16%
• Simulation Study 16%
• Prediction Performance 16%
• Covariance Matrix 16%

Mathematics

• Target Population 100%
• Proportional Hazards Model 33%
• Healthcare 33%
• Transfer Learning 33%
• Simulation Study 16%
• Covariance Matrix 16%
• Real-World Data 16%
• Survival Analysis 16%