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 accuracy | Testing accuracy | Training 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% | Sector | 89.18% | 78.19% | 88.86% | 78.40% | 88.78% | 76.20% |
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