Online Sequential Projection Vector Machine with Adaptive Data Mean Update

Table 5

Comparison of training and testing time (in seconds) (one-by-one).

Dataset	SVD + OSELM		OSPVM		OSELM
	Training time	Testing time	Training time	Testing time	Training time	Testing time
Face	22.40 s	0.0006 s	13.07 s	0.0005 s	0.156 s	0.035 s
Secom	7.809 s	0.015 s	4.010 s	0.0004 s	0.346 s	0.029 s
Arcene	131.5 s	0.0004 s	130.6 s	0.0004 s	4.390 s	0.337 s
Dexter	619.3 s	0.001 s	519.8 s	0.0006 s	9.218 s	0.281 s
Multi.fea.	13.51 s	0.042 s	13.40 s	0.0167 s	1.164 s	0.097 s
News20	1987 s	19.1 s	1949 s	19.9 s	611 s	19.7 s
Sector	18.79 s	0.22 s	18.4 s	0.21 s	3.34 s	0.39 s