Research Article

Online Sequential Projection Vector Machine with Adaptive Data Mean Update

Table 9

Comparison of training and testing time (in seconds) (16-by-16).

Dataset SVD + OSELM OSPVM OSELM
Training time Testing time Training time Testing time Training time Testing time

Face 1.58 s 0.0005 s1.5 s0.0004 s0.078 s 0.035 s
Secom 1.85 s 0.018 s 1.67 s0.007 s0.061 s0.040 s
Arcene 61.4 s0.0008 s 61.17 s 0.0005 s 2.03 s 0.55 s
Dexter 135.7 s 0.0006 s131.1 s0.0004 s4.88 s0.718 s
Multi.fea. 5.15 s 0.0218 s4.93 s 0.0053 s 0.26 s0.098 s
News20 1283 s 19.8 s1283 s 19.8 s 0.26 s0.098 s
Sector 10.7 0.21 s10.12 0.20 s 5.26 s0.38 s