Advanced AI Techniques for Dementia Prediction using MRI Imaging
The results highlight deep learning's potential in enhancing dementia prediction and early detection, leading to better disease staging and management. By addressing class imbalance, we significantly boosted model performance. Future work should focus on validating with independent datasets and incorporating more balanced data to improve generalizability. Additionally, applying the CNN model to real-world data could further enhance dementia prediction and public health outcomes.
Authors
- Saira Kiran
- Jingchun CHEN
Institutions
- University of Nevada, Las Vegas (US)
Publication Details
- Journal
- Alzheimer s & Dementia
- Published
- 2025-12-01
- DOI
- https://doi.org/10.1002/alz70856_107381
- Primary Topic
- Dementia and Cognitive Impairment Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00