Enhanced detection of mild cognitive impairment in Alzheimer’s disease: a hybrid model integrating dual biomarkers and advanced machine learning

Enhanced detection of mild cognitive impairment in Alzheimer’s disease: a hybrid model integrating dual biomarkers and advanced machine learning

Abstract Alzheimer's disease (AD) is a complex, progressive, and irreversible neurodegenerative disorder marked by cognitive decline and memory loss. Early diagnosis is the most effective strategy to slow the disease's progression. Mild Cognitive Impairment (MCI) is frequently viewed as a...

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Bibliographic Details
Main Authors: John Sahaya Rani Alex, R. Roshini, G. Maneesha, Jeetashree Aparajeeta, B. Priyadarshini, Chih-Yang Lin, Chi-Wen Lung
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Geriatrics
Subjects:
Mild Cognitive Impairment
Hippocampal volume
Cerebrospinal Fluid
Biomarkers
Fuzzy clustering
Hybrid learning model
Online Access:https://doi.org/10.1186/s12877-025-05683-5
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