MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation

Keyphrases

• Data Augmentation 100%
• Diffusion-based 100%
• Health Risk Prediction 100%
• High-quality Data 50%
• Electronic Health Records 50%
• Performance Prediction 50%
• Risk Prediction 50%
• Effective Model 50%
• Model Design 50%
• Source Code 50%
• Data Distribution 50%
• Patient Visits 50%
• Generated Data 50%
• Cohen's kappa 50%
• Attention Mechanism 50%
• Sample Space 50%
• Vital Data 50%
• Potential Health Risk 50%
• Ablation Study 50%
• Model Interpretability 50%
• Risk Prediction Model 50%
• Hidden Relationship 50%
• Medical Dataset 50%
• Training Dataset 50%
• GAN 50%
• Data Imbalance 50%
• Data Generation Method 50%

Computer Science

• Interpretability 100%
• Training Dataset 100%
• Prediction Performance 100%
• Underlying Data 100%
• Data Generation 100%
• Data Distribution 100%
• Prediction Model 100%
• Attention (Machine Learning) 100%
• Data Augmentation 100%
• Potential Health 100%
• Source Coding 100%