Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 14

Detection results with PE + AV.

Classifier	Time (s)		Testing accuracy	Node
	Training	Testing
ELM	0.0075	0.0031	83.65%	50
ELM	0.0085	0.0037	83.58%	80
ELM	0.0112	0.0045	83.56%	100
ELM	0.0274	0.0130	82.83%	200
ELM	0.0586	0.0181	82.30%	300
ELM	0.1716	0.0287	81.96%	500
ELM	0.4975	0.0459	81.77%	800
ELM	0.8168	0.0679	81.83%	1000
SVM	0.0161	0.0076	74.07%	—