Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 12

Experimental results with .

Training data sizes	Classifier	Training time (s)	Testing time (s)	Training accuracy	Testing accuracy
10%	SVM	0.0018	0.0052	—	40.67%
	ELM	0.0016	0.0104	57.58%	50.84%
20%	SVM	0.0036	0.0074	—	44.78%
	ELM	0.0031	0.0090	56.44%	55.63%
30%	SVM	0.0056	0.0106	—	45.50%
	ELM	0.0031	0.0106	58.38%	55.93%
40%	SVM	0.0088	0.0102	—	41.62%
	ELM	0.0078	0.0062	61.47%	51.85%
50%	SVM	0.0167	0.0102	—	43.71%
	ELM	0.0104	0.0020	58.64%	53.91%