Intra- and Interpatient ECG Heartbeat Classification Based on Multimodal Convolutional Neural Networks with an Adaptive Attention Mechanism

Intra- and Interpatient ECG Heartbeat Classification Based on Multimodal Convolutional Neural Networks with an Adaptive Attention Mechanism

Echocardiography (ECG) is a noninvasive technology that is widely used for recording heartbeats and diagnosing cardiac arrhythmias. However, interpreting ECG signals is challenging and may require substantial time from medical specialists. The evolution of technology and artificial intelligence has...

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Bibliographic Details
Main Authors: Ítalo Flexa Di Paolo, Adriana Rosa Garcez Castro
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Applied Sciences
Subjects:
arrhythmia classification
electrocardiogram (ECG)
multimodal convolutional neural network (CNN)
attention mechanism
Online Access:https://www.mdpi.com/2076-3417/14/20/9307
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