Table 1.

Classification accuracy (%) obtained with the MSI and TMSI at different time window (TW) respectively

TW	Method	Subject											Average
		S1	S2	S3	S4	S5	S6	S7	S8	S9	S10	S11
0.5 s	MSI	57.1	67.5	37.9	70.8	81.3	87.1	56.7	38.8	63.8	46.3	81.3	62.6 ± 17.0
	TMSI	57.9	66.3	39.6	74.2	81.7	87.5	61.3	40.8	62.9	50.4	80.8	63.9 ± 16.2
1 s	MSI	71.7	88.3	50.8	89.2	95.8	98.3	74.2	52.5	85.8	71.7	95.8	79.5 ± 16.7
	TMSI	71.7	93.3	50.0	94.2	98.3	97.5	79.2	56.7	90.0	79.2	96.7	82.4 ± 16.9
1.5 s	MSI	88.8	96.3	62.5	95.0	100	100	82.5	60.0	95.0	75.0	98.8	86.7 ± 14.8
	TMSI	86.3	97.5	63.8	96.3	98.8	100	82.5	66.3	96.3	88.8	98.8	88.6 ± 13.0
2 s	MSI	90.0	100	66.7	93.3	98.3	100	85.0	61.7	98.3	85.0	100	88.9 ± 13.5
	TMSI	93.3	100	71.7	96.7	98.3	100	91.7	73.3	100	88.3	100	92.1 ± 10.5
2.5 s	MSI	95.8	100	72.9	97.9	100	100	83.3	62.5	100	89.6	100	91.1 ± 12.9
	TMSI	97.9	100	72.9	100	100	100	95.8	75.0	100	97.9	100	94.5 ± 10.3
3 s	MSI	97.5	100	82.5	100	100	100	87.5	72.5	100	100	100	94.5 ± 9.5
	TMSI	100	100	85.0	100	100	100	95.0	80.0	100	97.5	100	96.1 ± 7.0