Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 16

Detection results with PE + AV + HCR + SR.

Classifier	Time (s)		Testing accuracy	Node
	Training	Testing
ELM	0.0048	0.0037	83.85%	50
ELM	0.0086	0.0040	83.68%	80
ELM	0.0164	0.0057	83.69%	100
ELM	0.0295	0.0198	82.82%	200
ELM	0.0674	0.0244	82.37%	300
ELM	0.1699	0.0326	81.57%	500
ELM	0.5261	0.0435	81.38%	800
ELM	0.8933	0.0636	81.45%	1000
SVM	0.0146	0.0065	72.83%	—