How to use learning curves to evaluate the sample size for malaria prediction models developed using machine learning algorithms
Learning curves are a simple tool that can be used to determine the minimum sample size required for future prediction modelling studies of different malaria outcomes that use machine learning algorithms for prediction. These curves need to be generated for each specific prediction modelling application.
Authors
- Julie Anne Simpson (ORCID: https://orcid.org/0000-0002-2660-2013)
- Sophie Zaloumis (ORCID: https://orcid.org/0000-0002-8253-8896)
- Megha Rajasekhar (ORCID: https://orcid.org/0000-0003-0665-6919)
Institutions
- The University of Melbourne (AU)
- University of Oxford (GB)
- Melbourne Health (AU)
Publication Details
- Journal
- Malaria Journal
- Published
- 2025-07-24
- DOI
- https://doi.org/10.1186/s12936-025-05479-3
- Primary Topic
- Malaria Research and Control
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Health and Medical Research Council