Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 10

Experimental results with .

Training data sizes	Classifier	Training time (s)	Testing time (s)	Training accuracy	Testing accuracy
10%	SVM	0.0089	0.0258	—	20.73%
	ELM	0.0033	0.0068	23.92%	22.35%
20%	SVM	0.0106	0.0129	—	22.16%
	ELM	0.0078	0.0020	22.11%	20.21%
30%	SVM	0.0115	0.0134	—	21.82%
	ELM	0.0041	0.0108	24.13%	24.88%
40%	SVM	0.0126	0.0138	—	22.50%
	ELM	0.0094	0.0053	19.36%	18.73%
50%	SVM	0.0131	0.0138	—	20.01%
	ELM	0.0054	0.0046	19.02%	18.06%