Using Fuzzy C-Means clustering and PCA in public health: A machine learning approach to combat CVD and obesity

Using Fuzzy C-Means clustering and PCA in public health: A machine learning approach to combat CVD and obesity

This study introduces a novel framework that integrates principal component analysis (PCA) with fuzzy c-means (FCM) clustering to enhance the analysis of high-dimensional health data, specifically targeting the identification of at-risk groups for cardiovascular disease (CVD) and obesity. This uniqu...

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Bibliographic Details
Main Authors: Gamal Saad Mohamed Khamis, Nasser S. Alqahtani, Sultan Munadi Alanazi, Mohammed Muharrab Alruwaili, Mariam Shabram Alenazi, Maneaf A. Alrawaili
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Fuzzy C-Means
PCA
Machine learning
Obesity
CVD
Online Access:http://www.sciencedirect.com/science/article/pii/S2352914825000541
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