Research Article
Extreme Learning Machine for Heartbeat Classification with Hybrid Time-Domain and Wavelet Time-Frequency Features
Table 2
Training set and testing set division of the MIT-BIH arrhythmia dataset.
| Heartbeat type | Total | Training | Testing |
| Normal beat | 75023 | 9753 | 65270 | Left bundle branch block | 8072 | 3229 | 4843 | Right bundle branch block | 7255 | 2902 | 4353 | Atrial premature contraction | 2546 | 1018 | 1528 | Premature ventricular contraction | 7129 | 2852 | 4277 | Paced beat | 7026 | 2810 | 4216 | Aberrated atrial premature beat | 150 | 75 | 75 | Ventricular flutter wave | 472 | 236 | 236 | Fusion of ventricular and normal beat | 802 | 401 | 401 | Blocked atrial premature beat | 193 | 96 | 97 | Nodal (junctional) escape beat | 229 | 114 | 115 | Fusion of paced and normal beat | 982 | 491 | 491 | Ventricular escape beat | 106 | 53 | 53 | Nodal (junctional) premature beat | 83 | 42 | 41 | Atrial escape beat | 16 | 8 | 8 | Unclassifiable beat | 33 | 16 | 17 | Total | 110117 | 24096 | 86021 |
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