Table 4.

Maximum cross-validation accuracy and test (validation) accuracy (in %) for the player-independent modality, without SFS feature selection.

Classifier Type	C1
	2-Choice Scale		4-Choice Scale		11-Choice Scale
	Cross-Validation	Test	Cross-Validation	Test	Cross-Validation
SVM	80.5	64.75	60.5	46	59.5
kNN	99.5	43.75	99	52.75	98.25
RF	99.25	66.5	99	39.25	99
LDA	79.5	64.75	57.5	37.75	49.25
DNN_Model_1	95	58.3	87.825	45.425	79.4
DNN_Model_2	95.77	58.15	90.525	20.8	84.95
DNN_Model_3	94.75	58.3	86.55	37.7	74.025
DNN_Model_4	94.7	79.12	88.275	37.1	80.85
	C2
	2-Choice Scale		4-Choice Scale		11-Choice Scale
	Cross-Validation	Test	Cross-Validation	Test	Cross-Validation
SVM	64.25	-	69	-	71
kNN	22.75	-	22.75	-	22.75
RF	99.75	-	100	-	100
LDA	24.5	-	25.75	-	29.5
DNN_Model_1	98.325	-	98.6	-	98.475
DNN_Model_2	98.5	-	98.725	-	98.3
DNN_Model_3	97.675	-	97.825	-	98.325
DNN_Model_4	97.8	-	98.15	-	97.575