Transformer-based ECG classification for early detection of cardiac arrhythmias

Transformer-based ECG classification for early detection of cardiac arrhythmias

Electrocardiogram (ECG) classification plays a critical role in early detection and trocardiogram (ECG) classification plays a critical role in early detection and monitoring cardiovascular diseases. This study presents a Transformer-based deep learning framework for automated ECG classification, in...

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Bibliographic Details
Main Authors: Sunnia Ikram, Amna Ikram, Harvinder Singh, Malik Daler Ali Awan, Sajid Naveed, Isabel De la Torre Díez, Henry Fabian Gongora, Thania Candelaria Chio Montero
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Medicine
Subjects:
cardiac monitoring
ECG classification
electrocardiogram analysis
PCA
t-SNE
Transformer-based model
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1600855/full
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