Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors

Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors

Abstract Background Extensive clinical evidence suggests that a preventive screening of coronary heart disease (CHD) at an earlier stage can greatly reduce the mortality rate. We use 64 two-dimensional speckle tracking echocardiography (2D-STE) features and seven clinical features to predict whether...

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Bibliographic Details
Main Authors: Jingyi Zhang, Huolan Zhu, Yongkai Chen, Chenguang Yang, Huimin Cheng, Yi Li, Wenxuan Zhong, Fang Wang
Format: Article
Language:English
Published: BMC 2021-06-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Ensemble learning
Machine learning
Speckle tracking echocardiography
Coronary heart disease
Classification
Online Access:https://doi.org/10.1186/s12911-021-01535-5

Internet

https://doi.org/10.1186/s12911-021-01535-5

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