Improving ELM-Based Service Quality Prediction by Concise Feature Extraction

Table 5

Accuracy comparison on Leukemia dataset.

Algorithm	# Attributes	Training time	Testing time	Accuracy	-test
F-ELM	6	2.05	0.46	88.24%	N/A
ELM	12	3.26	0.93	85.29%	7.033
SVM	6	2.71	0.81	82.35%	7.194
SVM	12	3.42	1.05	82.35%	7.194
CART	6	4.37	0.94	76.47 %	7.780
CART	12	4.94	1.24	73.53%	7.989
J48	6	4.71	1.33	67.65%	8.493
J48	12	5.54	1.66	61.76%	8.771
Treenet	6	3.65	1.22	76.47%	7.780
Treenet	12	4.23	1.57	73.53%	7.876
BPNN	6	3.13	1.29	64.71%	8.643
BPNN	12	3.56	1.63	61.76%	9.116