Driver and Path Detection through Time-Series Classification

Table 10

, 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	0,54	0,55	0,56	0,54	0,55	4750
14592 training segments	Not Owner	0,58	0,53
10 s	Owner	0,65	0,58	0,64	0,61	0,66	578
1459 training segments	Not Owner	0,62	0,64
30 s	Owner	0,67	0,66	0,70	0,70	0,72	216
486 training segments	Not Owner	0,72	0,74
60 s	Owner	0,62	0,58	0,58	0,57	0,6	132
243 training segments	Not Owner	0,54	0,56
Start&Stop	Owner	0,96	0,98	0,96	0,97	0,97	1789
7562 training segments	Not Owner	0,95	0,96