Federated Learning in Risk Prediction: A Primer and Application to COVID-19-Associated Acute Kidney Injury

Keyphrases

• COVID-19 100%
• Acute Kidney Injury 100%
• Risk Prediction 100%
• Federated Learning 100%
• Data Sharing 50%
• Single Institution 25%
• Security Concerns 25%
• Learning Objectives 25%
• Learning Approaches 25%
• Privacy Concerns 25%
• Healthcare Institutions 25%
• Deep Learning Algorithm 25%
• Small Dataset 25%
• Machine Learning Learning 25%
• Deep Machine Learning 25%
• Large Amount of Data 25%
• Local Data 25%
• Functional Alternatives 25%
• Dataset Size 25%
• Federated Model 25%
• Cross-silo Federated Learning 25%

Computer Science

• Federated Learning 100%
• Data Sharing 40%
• Use Case 40%
• Machine Learning 20%
• Deep Learning 20%
• Learning Approach 20%
• Healthcare Institution 20%
• Potential Solution 20%
• Privacy Concern 20%
• Security Concern 20%
• Functional Alternative 20%

Psychology

• Learning Algorithm 100%