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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Principais autores:	Abdallah Abdellatif, Hamdan Abdellatef, Jeevan Kanesan, Chee-Onn Chow, Joon Huang Chuah, Hassan Muwafaq Gheni
Formato:	Artigo
Idioma:	Inglês
Publicado em:	IEEE 2022-01-01
coleção:	IEEE Access
Assuntos:	CVD detection severity classification hyperparameter optimization extra trees imbalance hyperband
Acesso em linha:	https://ieeexplore.ieee.org/document/9831786/
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