Driver and Path Detection through Time-Series Classification

Table 8

, precision, recall, accuracy, and training time evaluated by using MLP for different windows sizes.

Average window size	Ownership	Precision genre	Recall genre	Overall precision	Overall recall	Accuracy	Training time (sec)
1 s; 12960 training segments	FEMALE	0,44	0,45	0,46	0,43	0,51	3450
	MALE	0,48	0,41
10 s; 1296 training segments	FEMALE	0,52	0,55	0,52	0,58	0,56	369
	MALE	0,51	0,61
30 s; 432 training segments	FEMALE	0,65	0,69	0,67	0,70	0,72	124
	MALE	0,68	0,71
60 s; 216 training segments	FEMALE	0,71	0,78	0,69	0,79	0,79	76
	MALE	0,67	0,8
Start&Stop; 5920 training segments	FEMALE	0,93	0,94	0,92	0,93	0,91	1345
	MALE	0,92	0,91