A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection

Table 8 Results of assessment indicators for A-D-E and AB-CD-E groups

Classifier	Classes	Accuracy	Sensitivity	Specificity	Precision	F1-score
SVM	A-D-E	92.73	91.45	94.06	94.52	92.87
SVM	AB-CD-E	91.17	90.78	91.78	92.88	91.73
CNN	A-D-E	95.97	94.90	97.16	97.32	96.01
CNN	AB-CD-E	95.59	95.27	95.77	96.64	95.90
LSTM	A-D-E	95.42	94.01	97.18	97.28	95.22
LSTM	AB-CD-E	95.11	94.51	95.77	96.62	95.66
Bi-LSTM	A-D-E	96.00	94.81	97.26	97.33	96.05
Bi-LSTM	AB-CD-E	95.33	94.74	95.95	96.00	95.36
CNN-Bi-LSTM	A-D-E	96.19	95.08	97.34	97.49	96.18
CNN-Bi-LSTM	AB-CD-E	95.71	94.90	96.80	97.05	95.91

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