One-class support vector machines for detecting population drift in deployed machine learning medical diagnostics
(2025)
Journal Article
Jones, W. S., & Farrow, D. J. (2025). One-class support vector machines for detecting population drift in deployed machine learning medical diagnostics. Scientific reports, 15(1), Article 12157. https://doi.org/10.1038/s41598-025-94427-x
Machine learning (ML) models are increasingly being applied to diagnose and predict disease, but face technical challenges such as population drift, where the training and real-world deployed data distributions differ. This phenomenon can degrade mod... Read More about One-class support vector machines for detecting population drift in deployed machine learning medical diagnostics.