Predicting cardiovascular risk with hybrid ensemble learning and explainable AI

Predicting cardiovascular risk with hybrid ensemble learning and explainable AI

Abstract Cardiovascular diseases (CVDs) are still one of the leading causes of death globally, underscoring the importance of early and right risk prediction for effective preventive measures and therapeutic approaches. This study proposes an innovative hybrid ensemble learning framework that combin...

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Bibliographic Details
Main Authors: Pooja Shah, Madhu Shukla, Neel H. Dholakia, Himanshu Gupta
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Cardiovascular risk prediction
Hybrid ensemble learning
Explainable AI
SHAP Analysis
Multidimensional feature analysis
Online Access:https://doi.org/10.1038/s41598-025-01650-7
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