A novel integrated logistic regression model enhanced with recursive feature elimination and explainable artificial intelligence for dementia prediction

A novel integrated logistic regression model enhanced with recursive feature elimination and explainable artificial intelligence for dementia prediction

Dementia is a major global health issue that significantly impacts millions of individuals, families, and societies worldwide, creating a substantial burden on healthcare systems. This study introduces a novel approach for predicting dementia by employing the Logistic Regression (LR) model, enhanced...

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Bibliographic Details
Main Authors: Rasel Ahmed, Nafiz Fahad, Md Saef Ullah Miah, Md. Jakir Hossen, Md. Kishor Morol, Mufti Mahmud, M. Mostafizur Rahman
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Healthcare Analytics
Subjects:
Dementia prediction
Logistic regression
Recursive feature elimination
Shapley Additive exPlanations (SHAP)
Early detection
Online Access:http://www.sciencedirect.com/science/article/pii/S2772442524000649
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