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 typeTotalTrainingTesting

Normal beat75023975365270
Left bundle branch block807232294843
Right bundle branch block725529024353
Atrial premature contraction254610181528
Premature ventricular contraction712928524277
Paced beat702628104216
Aberrated atrial premature beat1507575
Ventricular flutter wave472236236
Fusion of ventricular and normal beat802401401
Blocked atrial premature beat1939697
Nodal (junctional) escape beat229114115
Fusion of paced and normal beat982491491
Ventricular escape beat1065353
Nodal (junctional) premature beat834241
Atrial escape beat1688
Unclassifiable beat331617
Total1101172409686021