Research Article
Online Sequential Projection Vector Machine with Adaptive Data Mean Update
Table 4
Comparison of training and testing accuracy (in %) (one-by-one).
| Dataset | SVD + OSELM | OSPVM | OSELM | Training accuracy | Testing accuracy | Training accuracy | Testing accuracy | Training accuracy | Testing accuracy |
| Face | 99.8% | 91.0% | 99.2% | 91.2% | 98.1% | 88.5% | Secom | 93.3% | 93.0% | 94.14% | 93.3% | 93.2% | 92.4% | Arcene | 93.0% | 83.0% | 93.5% | 86.7% | 86.1% | 81.1% | Dexter | 95.7% | 91.4% | 96.0% | 91.2% | 75.6% | 86.2% |
Multi.fea. | 99.0% | 92.8% | 96.6% | 93.4% | 96.5% | 93.0% | News20 | 85.12% | 82.9% | 85.6% | 83.14% | 85.5% | 83.0% | Sector | 89.11% | 77.8% | 88.6% | 79.04% | 89.1% | 78.1% |
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