Deep learning with noisy labels in medical prediction problems: a scoping review

Keyphrases

• Deep Learning 100%
• Label Noise 100%
• Medical Prediction 100%
• Scoping Review 100%
• Prediction Problem 100%
• Learning with Noisy Labels 100%
• Medical Research 33%
• Medical Care 33%
• Noisy Labels 33%
• Noise Handling 22%
• Label Noise Detection 22%
• Noise Management 22%
• Handling Techniques 22%
• Meta-analysis 11%
• Detection Method 11%
• Google Scholar 11%
• Search Terms 11%
• PubMed 11%
• Clinical Uncertainty 11%
• Medical Community 11%
• Exclusion Criteria 11%
• Robust Loss Function 11%
• Medical Data 11%
• Problem Space 11%
• Curriculum Learning 11%
• Methodological Perspectives 11%
• IEEE Xplore 11%
• Noise Evaluation 11%
• Label Ambiguity 11%
• Inter-expert Variability 11%
• Noise Label 11%
• Preferred Reporting Items for Systematic Reviews 11%
• Easy-to-implement 11%
• Detection Label 11%
• Semantic Scholar 11%
• Loss Function Learning 11%
• Noise-Robust Loss 11%

Computer Science

• Deep Learning Method 100%
• Handling Technique 66%
• Inclusion Criterion 33%
• Detection Method 33%
• Weighting Functions 33%
• Medical Community 33%
• Learning Community 33%