Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 13

Experimental results with .

Training data sizes	Classifier	Training time (s)	Testing time (s)	Training accuracy	Testing accuracy
10%	SVM	0.0094	0.0121	—	40.32%
	ELM	0.0016	0.0296	58.59%	51.23%
20%	SVM	0.0036	0.0076	—	43.91%
	ELM	0.0125	0.0156	55.98%	54.60%
30%	SVM	0.0055	0.0091	—	44.50%
	ELM	0.0104	0.0094	56.59%	55.60%
40%	SVM	0.0082	0.0104	—	44.57%
	ELM	0.0140	0.0031	56.22%	55.40%
50%	SVM	0.0219	0.0190	—	44.73%
	ELM	0.0156	0.0094	57.08%	54.65%