Imbalanced ECG signal-based heart disease classification using ensemble machine learning technique

• Published in: Frontiers in big data Vol. 5; p. 1021518
• Main Authors: Rath, Adyasha, Mishra, Debahuti, Panda, Ganapati
• Format: Journal Article
• Language: English
• Published: Frontiers Media S.A 10.10.2022
• Subjects: AdaBoost; Big Data; classification of HD using imbalanced ECG records; ensemble model-based HD detection; SVM

The machine learning (ML)-based classification models are widely utilized for the automated detection of heart diseases (HDs) using various physiological signals such as electrocardiogram (ECG), magnetocardiography (MCG), heart sound (HS), and impedance cardiography (ICG) signals. However, ECG-based...