RETRACTED: An Innovative Machine Learning Approach for Classifying ECG Signals in Healthcare Devices

Table 3

F1 score class comparison.

F1 score class comparison
Rhythm class	BDLSTM	Residual	LSTM-CNN	Proposed RBFNN
Sinus rhythm	0.812	0.734	0.793	0.883
Artifact/noise	0.834	0.818	0.843	0.923
Ventricular tachycardia	0.265	0.169	0.417	0.721
Atrial fibrillation	0.837	0.763	0.764	0.852
Bigeminy	0.663	0.136	0.553	0.754
PVC	0.769	0.821	0.724	0.912
Overall	0.813	0.728	0.742	0.902