Deep Learning Approaches for ECG Beat Classification: Improving Accuracy with 1D CNNs and LSTMs

Computer Science

1. Analysis Model 5%
2. Artificial Intelligence 12%
3. Biomedical Signal Processing 5%
4. Class Imbalance 30%
5. Classification Performance 5%
6. Comparative Analysis 12%
7. Computational Cost 5%
8. Confusion Matrix 5%
9. Continuous Monitoring 5%
10. Contributing Factor 5%
11. Convolutional Neural Network 100%
12. Data Augmentation 23%
13. Deep Learning Method 100%
14. Deep Learning Model 7%
15. Deep Learning Technique 5%
16. Electrical Activity 7%
17. Electrocardiography 7%
18. Generalizability 30%
19. Learning Approach 100%
20. Long Short-Term Memory Network 100%
21. Majority Class 5%
22. Memory Model 10%
23. Minority Class 12%
24. Mobile Device 7%
25. Mobile Health Application 5%
26. Mobile Platform 7%
27. Model Accuracy 5%
28. Model Development 7%
29. Performance Evaluation 7%
30. Performance Metric 7%
31. Performance Model 15%
32. Processing Task 5%
33. Research Problem 10%
34. Resource Allocation 5%
35. Signal Processing 7%
36. Signal Processing Application 5%
37. Training Data 7%
38. Wearable Device 5%