HARDC : A novel ECG-based heartbeat classification method to detect arrhythmia using hierarchical attention based dual structured RNN with dilated CNN
Deep learning-based models have achieved significant success in detecting cardiac arrhythmia by analyzing ECG signals to categorize patient heartbeats. To improve the performance of such models, we have developed a novel hybrid hierarchical attention-based bidirectional recurrent neural network with...
| Main Authors: | Islam, Md Shofiqul, Hasan, Khondokar Fida, Sultana, Sunjida, Uddin, Shahadat, Lio’, Pietro, Quinn, Julian M.W., Moni, Mohammad Ali |
|---|---|
| Format: | Article |
| Language: | English English |
| Published: |
Elsevier Ltd
2023
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/38103/ http://umpir.ump.edu.my/id/eprint/38103/1/HARDC_A%20novel%20ECG-based%20heartbeat%20classification%20method%20to%20detect%20arrhythmia%20using%20hierarchical.pdf http://umpir.ump.edu.my/id/eprint/38103/2/HARDC_A%20novel%20ECG-based%20heartbeat%20classification%20method%20to%20detect%20arrhythmia%20using%20hierarchical.ABS.pdf |
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