A Machine Learning Algorithm With an Oversampling Technique in Limited Data Scenarios for the Prediction of Present and Future Restorative Treatment Need: Development and Validation Study.

Abstract

Authors

• Elina Väyrynen
  Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland.
• Otso Tirkkonen
  Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland.
• Henna Tiensuu
  Biomimetics and Intelligent Systems Group, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland.
• Jaakko Suutala
  Biomimetics and Intelligent Systems Group, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland.
• Vuokko Anttonen
  Medical Research Center, Oulu University Hospital and University of Oulu, Oulu, Finland.
• Marja-Liisa Laitala
• Katri Kukkola
  Optoelectronics and Measurement techniques, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland.
• Saujanya Karki

Keywords

External Resources