Table 5.

Global results for 60s frame. The mean (standard deviation) [Maximum Minimum] F1 score obtained for the 60s 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)	41.71 (1.26) [Max: 44.57% Min: 39.95%]	43.69 (0.95) [Max: 45.41%, Min: 42.65%]
	(b)	26.80 (1.68) [Max: 30.21%, Min: 24.28%]	28.69 (1.83) [Max: 31.28%, Min: 23.68%]
	(c)	73.37 (3.72) [Max: 80.55%, Min: 67.55%]	38.68 (1.97) [Max: 43.64%, Min: 36.25%]
ECG	(a)	38.68 (0.80) [Max: 40.42%, Min: 37.71%]	38.95 (0.88) [Max: 41.38%, Min: 38.32%]
	(b)	28.88 (1.76) [Max: 31.67%, Min: 25.63%]	32.58 (2.36) [Max: 34.28%, Min: 26.32%]
	(c)	52.15 (2.16) [Max: 55.62%, Min: 48.38%]	40.80 (2.04) [Max: 43.77%, Min: 38.15%]
EMGZ	(a)	35.19 (0.40) [Max: 35.68%, Min: 34.40%]	34.97 (0.41) [Max: 35.58%, Min: 34.11%]
	(b)	36.06 (0.65) [Max: 37.88%, Min: 35.83%]	34.93 (0.80) [Max: 35.61%, Min: 32.77%]
	(c)	41.32 (0.77) [Max: 42.55%, Min: 39.92%]	35.21 (0.55) [Max: 36.71%, Min: 34.69%]
EMGMF	(a)	33.13 (0.31) [Max: 33.69%, Min: 32.70%]	33.88 (0.39) [Max: 34.42%, Min: 33.10%]
	(b)	32.52 (1.32) [Max: 35.85%, Min: 30.58%]	34.78 (1.97) [Max: 36.93%, Min: 29.62%]
	(c)	36.23 (1.62) [Max: 37.50%, Min: 31.67%]	34.25 (2.19) [Max: 36.40%, Min: 30.05%]
EMG	(a)	36.15 (0.59) [Max: 37.65%, Min: 35.61%]	34.50 (0.59) [Max: 35.37%, Min: 33.37%]
	(b)	32.13 (3.02) [Max: 35.55%, Min: 25.85%]	25.32 (3.46) [Max: 29.40%, Min: 19.53%]
	(c)	48.24 (1.88) [Max: 52.05%, Min: 46.13%]	37.32 (2.09) [Max: 40.76%, Min: 34.10%]
EDA	(a)	37.02 (0.66) [Max: 37.89%, Min: 36.09%]	37.93 (0.98) [Max: 39.52%, Min: 36.79%]
	(b)	37.08 (0.52) [Max: 38.03%, Min: 36.35%]	40.73 (1.75) [Max: 44.60%, Min: 38.37%]
	(c)	41.66 (1.56) [Max: 44.55%, Min: 38.67%]	37.61 (1.65) [Max: 41.48%, Min: 35.36%]