Epileptic seizure classifications using empirical mode decomposition and its derivative

Table 4 Performance results (%) for pre-seizure and seizure EEG signal classification using the combined feature-set

Approach	Components	SVM		KNN		Naive Bayes		Logistic regression
Approach	Components	ACC	F-score	ACC	F-score	ACC	F-score	ACC	F-score
EMD	IMF1	94.31	94.16	94.38	94.31	94.31	94.03	86.25	87.06
	IMF2	94.12	93.85	92.62	92.48	93.13	92.79	94.06	94.22
	IMF3	93.38	93.36	94.63	94.45	95.63	95.48	87.50	86.58
	IMF1–IMF2	94.56	94.40	93.81	93.70	94.56	94.33	92.5	92.31
	IMF1–IMF3	92.06	92.38	95.63	95.53	96.88	96.77	96.25	96.23
	IMF2–IMF3	94.50	94.35	94.81	94.66	95.88	95.74	89.69	89.39
	IMF1–3	90	90.99	94.88	94.81	96.19	96.07	93.75	93.59
	IMF1–4	87.38	85.90	94.63	94.59	96	95.89	92.81	92.55
EEMD	IMF1	96.06	96.04	94.44	94.43	93.75	93.60	96.25	96.30
	IMF2	92.44	92.19	91.81	91.69	93.50	93.12	87.19	86.38
	IMF3	94.50	94.42	94.06	94.02	95.44	95.27	92.19	91.80
	IMF1–IMF2	94.94	94.86	94.81	94.76	94.12	93.91	92.50	92.68
	IMF1–IMF3	81.69	80.29	95.94	95.90	97	96.91	84.38	84.66
	IMF2–IMF3	94.44	94.32	94.25	94.21	95.38	95.18	91.25	91.36
	IMF1–3	94.19	94.39	97	96.97	95.75	95.62	90.31	90.22
	IMF1–4	93.56	93.30	96.19	96.17	96.88	96.77	93.13	92.86
DWT	AC+DC1-3	80.81	76.83	93.44	93.38	94.56	94.43	90.94	90.97
EEG	All EEG	59.75	66.33	93.25	93.35	78.94	74.41	88.44	87.46

ISSN: 1475-925X