An Effective Heart Disease Detection and Severity Level Classification Model Using Machine Learning and Hyperparameter Optimization Methods

An Effective Heart Disease Detection and Severity Level Classification Model Using Machine Learning and Hyperparameter Optimization Methods

Cardiovascular disease (CVD) is the leading cause of death worldwide. A Machine Learning (ML) system can predict CVD in the early stages to mitigate mortality rates based on clinical data. Recently, many research works utilized different machine learning approaches to detect CVD or identify the pati...

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Bibliographic Details
Main Authors: Abdallah Abdellatif, Hamdan Abdellatef, Jeevan Kanesan, Chee-Onn Chow, Joon Huang Chuah, Hassan Muwafaq Gheni
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
CVD detection
severity classification
hyperparameter optimization
extra trees
imbalance
hyperband
Online Access:https://ieeexplore.ieee.org/document/9831786/

Internet

https://ieeexplore.ieee.org/document/9831786/

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