Research Article

Online Sequential Projection Vector Machine with Adaptive Data Mean Update

Table 8

Comparison of training and testing accuracy (in %) (16-by-16).

Dataset SVD + OSELM OSPVM OSELM
Training accuracy Testing accuracy Training accuracyTesting accuracyTraining accuracy Testing accuracy

Face 99.82% 91.50% 99.89% 92.07% 98.22% 87.7%
Secom 93.34% 93.36% 94.08% 93.14% 93.32% 93.3%
Arcene 93.63% 89.90% 95.88% 90.50% 94.1% 89.7%
Dexter 89.75% 91.90% 97.88% 92.25% 72.6% 88.5%
Multi.fea.99.48% 93.49% 98.16% 94.40% 96.78% 93.0%
News20 86.11% 83.09% 85.26% 83.10% 85.24% 81.0%
Sector89.18% 78.19% 88.86% 78.40% 88.78% 76.20%