Assessing the accuracy of survival machine learning and traditional statistical models for Alzheimer's disease prediction over time: a study on the ADNI cohort
The RSF model outperformed other methods, demonstrating superior potential for improving prognostic accuracy in medical diagnostics for MCI to AD progression.
Authors
- Ghodratollah Roshanaei (ORCID: https://orcid.org/0000-0002-3547-9125)
- Leili Tapak (ORCID: https://orcid.org/0000-0002-4378-3143)
- Sardar Jahani
Institutions
- Hamedan University of Medical Sciences (IR)
- Arak University of Medical Sciences (IR)
Publication Details
- Journal
- BMC Medical Research Methodology
- Published
- 2025-11-05
- DOI
- https://doi.org/10.1186/s12874-025-02689-w
- Primary Topic
- Dementia and Cognitive Impairment Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Hamadan University of Medical Sciences