Table 4.

Global result for 30s frame. The mean (standard deviation) [Maximum Minimum] F1 score obtained for the 30s classifiers in each iteration; (a) corresponds to the subject independent evaluation, (b) corresponds to the subject dependent evaluation, and (c) corresponds to emotion dependent evaluation.

Signal	Condition	Random Forest (Mean % ± std %)	Neural Network (Mean % ± std %)
All	(a)	39.07 (1.61) [Max: 43.64%, Min: 37.94%]	35.82 (1.05) [Max: 38.32%, Min: 34.37%]
	(b)	30.93 (1.40) [Max: 35.47%, Min: 29.94%]	31.00 (3.02) [Max: 31.74%, Min: 29.53%]
	(c)	76.25 (1.42) [Max: 77.70%, Min: 73.13%]	50.16 (3.41) [Max: 52.11%, Min: 40.14%]
ECG	(a)	36 (0.78) [Max: 36.73%, Min: 34.25%]	37 (0.77) [Max: 38.87%, Min: 36.10%]
	(b)	32.01 (0.83) [Max: 33.21% Min: 30.31%]	34.63 (1.16) [Max: 35.18% Min: 30.11%]
	(c)	49.79 (3.35) [Max: 58.10%, Min: 46.62%]	37.43 (0.86) [Max: 38.24%, Min: 35.47%]
EMGZ	(a)	34.23 (0.20) [Max: 34.53%, Min: 33.82%]	33.75 (1.05) [Max: 38.30%, Min: 34.87%]
	(b)	31.60 (0.96) [Max: 32.74% Min: 30.08%]	31.12(0.88) [Max: 34.01% Min: 30.97%]
	(c)	38.33 (1.66) [Max: 39.80%, Min: 34.95%]	36.69 (1.40) [Max: 39.70%, Min: 34.69%]
EMGMF	(a)	33.82 (0.29) [Max: 34.33%, Min: 33.32%]	33 (0.27) [Max: 34.41%, Min: 33.46%]
	(b)	32.73 (0.43) [Max: 33.37%, Min: 31.68%]	35.90 (2.88) [Max: 39.97%, Min: 29.48%]
	(c)	39.46 (1.16) [Max: 41.65%, Min: 38.17%]	41.18 (5.23) [Max: 51.98%, Min: 37.05%]
EMG	(a)	35.80 (0.43) [Max: 36.33%, Min: 35.03%]	36.00 (0.63) [Max: 37.04%, Min: 35.20%]
	(b)	35.28 (1.08) [Max: 36.73% Min: 33.53%]	27.67 (1.49) [Max: 29.49% Min: 24.85%]
	(c)	49.01 (1.62) [Max: 51.26%, Min: 45.90%]	36.02 (2.08) [Max: 37.85%, Min: 30.04%]
EDA	(a)	37.53 (1.32) [Max: 38.78%, Min: 34.25%]	38.98 (0.64) [Max: 39.90%, Min: 37.82%]
	(b)	36.23 (1.59) [Max: 40.12% Min: 34.93%]	42.32 (4.46) [Max: 53.90% Min: 39.03%]
	(c)	48.79 (2.13) [Max: 51.72%, Min: 43.11%]	42.77 (3.40) [Max: 46.75%, Min: 33.82%]