Analysis of mental behavior signals of exercisers during exercise

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Subjects’ basic personal information, RPE and PAD-P scale scores

	Average value (Sports group, 30 people)	Standard deviation (Sports group, 30 people)	Average value (Control group, 36 people)	Standard deviation(Control group, 36 people)
Age	20.22	1.19	19.56	1.32
Height	167.38	8.37	169.33	8.28
Body weight	56.78	8.09	60.47	9.92
BMI	20.08	1.71	21.02	2.56
PRE	5.57	0.77	/	/

Number of features, confusion matrix, accuracy and AUC of the optimal subset of the long-term aerobic exercise habit group

			Number	FP	TP	FN	TN	ACC(%)	AUC
Positive	β	SVM	12	53	112	49	115	69.00	75.56
		KNN	13	46	118	57	107	68.60	68.54
	α	SVM	11	61	102	55	108	64.42	67.96
		KNN	14	53	110	61	102	65.03	64.88
	α-β	SVM	18	54	109	32	130	73.54	79.92
		KNN	16	36	126	51	111	73.15	73.15
Negative	β	SVM	12	61	105	47	118	67.37	71.10
		KNN	14	50	116	59	107	67.17	67.11
	α	SVM	13	65	101	51	115	65.06	68.52
		KNN	11	50	116	62	104	66.27	66.25
	α-β	SVM	16	58	106	33	131	73.26	78.75
		KNN	16	38	126	50	115	74.25	73.11

Pleasantness and arousal rate of stimulus pictures before and after exercise

		Mean value (pleasantnes)	Standard deviation (pleasantness)	Mean value (arousal rate)	Standard deviation(arousal rate)
Pre-test experiments	Negative Picture	2.88	0.97	5.80	1.51
	Neutral Picture	4.99	0.04	3.68	1.11
Post-test experiments	Negative Picture	2.87	0.96	5.76	0.91
	Neutral Picture	4.99	0.04	3.26	1.17