Complexity

Research Article

EEG-Based Emotion Classification for Verifying the Korean Emotional Movie Clips with Support Vector Machine (SVM)

Table 6

The results of paired t-test: the mean values and standard deviation about spectral power in the emotions, frequency bands, and channels (the gray color is significant (), , ).


	Channel	Anger		Excitement		Fear		Happiness		Neutral		Sadness
	Channel	Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD

1	Alpha_AF3	7.53	4.86		7.00	8.23	4.51	20.14	4.18	4.22	0.17	13.89	1.80
1	Alpha_AF4	10.10	7.50		4.52	11.65	4.80	12.57	6.94	4.22	0.16	14.70	5.38

2	Alpha_F3	10.39	4.26	16.08	21.09	8.64	9.21	8.81	6.49	4.33	1.09	6.29	3.24
2	Alpha_F4	25.75	7.43	6.30	3.55	6.47	4.50	8.25	7.32	4.17	0.21	5.39	3.22

3	Alpha_F7	17.21	38.95	12.30	4.44	15.95	7.00	16.95	13.66	8.41	5.38	11.21	5.12
3	Alpha_F8	14.94	9.58	14.67	9.41	15.76	9.00	15.03	8.10	5.43	2.84	12.16	6.17

4	Alpha_FC5	9.75	8.47	7.65	5.48	10.44	6.69	7.54	4.01	11.67	7.52	15.29	4.01
4	Alpha_FC6	9.63	8.72	10.86	8.45	8.50	4.78	15.35	20.52	13.08	5.47	11.33	8.39

5	Alpha_O1	14.65	20.82	11.88	5.99	36.13	11.95	16.78	21.78	12.45	8.81	11.87	4.87
5	Alpha_O2	10.63	9.85	19.27	20.80	17.67	9.24	13.19	25.73	13.53	5.21	12.27	9.61

6	Alpha_P7	18.05	9.88	18.78	17.79	20.77	7.53	21.04	11.94	6.39	3.76	27.	9.61
6	Alpha_P8	12.54	4.36	13.05	10.91	33.37	12.11	14.00	6.90	9.62	6.34		7.90

7	Alpha_T7	9.26	4.37	9.57	6.93	18.70	8.87	14.00	6.90	15.40	6.42	12.23	3.01
7	Alpha_T8	8.84	2.99	11.23	5.83	11.68	7.15	10.99	4.61	13.47	8.99	9.22	3.84

8	Beta_AF3	16.40	12.22	30.81	7.74		4.66		11.12	16.42	5.25		5.12
8	Beta_AF4	12.52	11.57	11.23	5.83		5.11		7.93	19.63	7.97		8.31

9	Beta_F3	17.39	9.36	13.91	8.78	17.83	4.38	14.65	15.33	11.24	7.96	11.83	9.48
9	Beta_F4	31.03	10.23	13.28	14.00	13.07	14.61	11.44	13.64	9.03	4.55	10.46	9.13

10	Beta_F7	20.52	27.57	17.73	7.58		7.79	20.72	21.24	16.06	9.68	14.51	8.83
10	Beta_F8	17.92	12.08	20.08	10.34		16.26	18.40	14.99	17.98	5.58	16.76	13.64

11	Beta_FC5	17.56	9.88	14.20	7.95	17.55	8.01	17.54	11.13	21.10	9.44	20.35	14.60
11	Beta_FC6	19.69	13.80	24.71	21.46	20.65	9.16	23.48	20.62	23.15	10.22	21.07	2.39

12	Beta_O1	15.87	13.97	14.97	6.03	13.78	6.88	13.3	4.48	16.74	7.73	12.83	3.86
12	Beta_O2	19.59	25.85	20.88	21.88	14.55	10.23	15.35	12.14	20.99	11.18	14.44	6.35

13	Beta_P7	31.36	10.33	31.37	55.05	20.20	10.00	19.48	9.47	18.11	9.20	22.90	11.34
13	Beta_P8	14.41	6.03	50.54	39.73	23.29	15.64	12.70	5.98	14.19	6.70	14.44	9.12

14	Beta_T7	35.76	32.39	30.55	24.10	13.70	8.87	23.53	16.19	27.81	15.93	26.34	8.78
14	Beta_T8	44.72	80.05	29.24	20.13	11.68	7.31	22.27	25.07	32.77	17.84	24.44	14.80