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.

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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
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article

Advanced AI Techniques for Dementia Prediction using MRI Imaging

Saira Kiran, Jingchun CHEN
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

Advanced AI Techniques for Dementia Prediction using MRI Imaging

Saira Kiran, Jingchun CHEN
article en

Abstract

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.

Alzheimer s & DementiaVol. 21(S2)
University of Nevada, Las Vegas (US)
Openalex Percentile: Top 28%
Dementia and Cognitive Impairment Research
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Advanced AI Techniques for Dementia Prediction using MRI Imaging — Saira Kiran, Jingchun CHEN · Alzheimer s & Dementia (2025) | TGRS Research Map | TGRS