Driver and Path Detection through Time-Series Classification

Table 7

, 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; 14592 training segments	FEMALE	0,44	0,45	0,46	0,43	0,49	4750
	MALE	0,48	0,41
10 s; 1459 training segments	FEMALE	0,52	0,55	0,52	0,58	0,55	578
	MALE	0,51	0,61
30 s; 486 training segments	FEMALE	0,65	0,69	0,67	0,70	0,71	216
	MALE	0,68	0,71
60 s; 243 training segments	FEMALE	0,71	0,78	0,69	0,79	0,74	132
	MALE	0,67	0,8
Start&Stop; 7562 training segments	FEMALE	0,97	0,99	0,98	0,97	0,97	1789
	MALE	0,98	0,95