Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine

Table 6

Running time and accuracy of 3 : 7 data.

3 : 7	Time (s)		Training accuracy	Testing accuracy	Node	Activation function
	Training	Testing
ELM	0.0094	0.0062	49.08%	48.78%	50	Hardlim
ELM	0.0250	0.0312	55.25%	55.14%	100
ELM	0.1279	0.0905	63.37%	58.70%	300
ELM	0.3276	0.1435	68.02%	61.89%	500
ELM	0.8112	0.2402	71.87%	62.74%	800
ELM	1.2636	0.2995	74.60%	63.42%	1000
ELM	1.9563	0.3370	75.70%	63.03%	1200
ELM	2.8704	0.4274	74.43%	64.70%	800	Sigmoid
ELM	4.2089	0.5554	75.54%	63.88%	1000
ELM	6.4584	0.6521	78.85%	65.95%	1200
SVM	0.3497	0.4839	—	40.652%	—	—