Driver and Path Detection through Time-Series Classification

Table 11

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

Average window size	Ownership	Ownership recall	Ownership precision	Overall precision	Overall recall	Accuracy	Training time (sec)
1 s	Owner	0,4	0,45	0,41	0,43	0,4	3450
12960 training segments	Not Owner	0,42	0,41
10 s	Owner	0,5	0,55	0,49	0,58	0,45	369
1296 training segments	Not Owner	0,48	0,61
30 s	Owner	0,6	0,69	0,61	0,70	0,68	124
432 training segments	Not Owner	0,62	0,71
60 s	Owner	0,49	0,51	0,50	0,60	0,62	76
216 training segments	Not Owner	0,51	0,68
Start&Stop	Owner	0,8	0,9	0,92	0,93	0,9	1345
5920 training segments	Not Owner	0,88	0,92