. 2018 Aug 20;18(8):2739. doi: 10.3390/s18082739

Table 9.

The results of the channel-based evaluation analysis computed for the 1D-3CLS and 2D-5CLS after excluding the feature vectors that correspond to the neutral class. Bold font is used to indicate the highest $a c c$ and $F_{1}$ values obtained for each combination of emotion labeling scheme and EEG channel configuration.

Configuration		1D-3CLS				2D-5CLS
		Arousal		Valence		2D-5CLS
		$acc$	$F_{1}$	$acc$	$F_{1}$	$acc$	$F_{1}$
C1	AF3-AF4	81.5	70.7	79.5	71.5	64.2	49.2
	CP5-CP6	79.7	67.5	79.4	70.1	63.8	47.3
	F3-F4	79.7	67.6	78.2	68.5	62.3	47.2
	F7-F8	80.6	69.9	79.0	70.9	64.4	49.5
	FC1-FC2	80.7	68.9	78.5	68.6	63.5	47.2
	FC5-FC6	80.4	68.7	79.7	70.7	64.3	50.0
	FP1-FP2	81.4	69.9	79.1	70.7	63.2	48.1
	O1-O2	80.1	68.2	79.2	71.1	63.7	46.6
	P3-P4	81.3	69.4	78.8	70.0	63.9	47.8
	P7-P8	80.4	69.6	79.4	69.1	64.4	49.1
	T7-T8	82.2	71.4	80.1	72.2	65.4	50.1
C2		87.4	78.6	85.6	79.8	74.0	60.3
C3		85.2	76.1	83.5	76.5	70.5	56.8
C4		88.4	80.2	87.0	81.9	77.0	63.8