Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 17

Detection results with PE + AV + HCR + SR + VCR.

Classifier	Time (s)		Testing accuracy	Node
	Training	Testing
ELM	0.0062	0.0035	83.79%	50
ELM	0.0070	0.0048	83.70%	80
ELM	0.0150	0.0079	83.69%	100
ELM	0.0291	0.0150	83.12%	200
ELM	0.0646	0.0214	82.45%	300
ELM	0.1866	0.0448	81.70%	500
ELM	0.4908	0.0600	81.49%	800
ELM	0.7981	0.0799	81.60%	1000
SVM	0.0144	0.0074	72.01%	—