Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 11

Experimental results with .

Training data sizes	Classifier	Training time (s)	Testing time (s)	Training accuracy	Testing accuracy
10%	SVM	0.0107	0.0203	—	41.80%
	ELM	0.0031	0.0048	56.38%	54.72%
20%	SVM	0.0095	0.0142	—	43.56%
	ELM	0.0031	0.0022	55.67%	55.47%
30%	SVM	0.0167	0.0198	—	42.10%
	ELM	0.0039	0.0068	57.84%	55.42%
40%	SVM	0.0329	0.0150	—	43.16%
	ELM	0.0065	0.0037	60.77%	44.25%
50%	SVM	0.0366	0.0280	—	42.67%
	ELM	0.0013	0.0024	59.26%	54.19%