Intelligent Handling of Noise in Federated Learning with Co-training for Enhanced Diagnostic Precision

Keyphrases

• Accuracy Improvement 33%
• Adaptive Sample 33%
• Aggregation Algorithm 33%
• Benchmark Dataset 33%
• Biobank 33%
• Brain MRI 66%
• Co-training 33%
• Communication Burden 33%
• Communication Privacy 33%
• Confident Prediction 33%
• Data Transmission 33%
• Diagnostic Precision 100%
• Federated Learning 100%
• Federated Learning System 33%
• Global Model 33%
• Handling Technology 33%
• Learnability 33%
• Learning Approaches 33%
• Local Model 33%
• Medical Data 33%
• Medical Image Analysis 33%
• Noise Handling 33%
• Noisy Labels 33%
• Personal Devices 33%
• Privacy Concerns 33%
• Privacy-preserving 33%
• Processing Resources 33%
• Resource Making 33%
• Sample Weighting 33%
• UK Data 33%

Computer Science

• Distributed Client 25%
• Federated machine learning 100%
• Image Analysis 25%
• Learning Ability 25%
• Learning Approach 25%
• Learning Framework 25%
• Privacy Preserving 25%
• Processing Resource 25%