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 s | 1.5 s | 0.0004 s | 0.078 s | 0.035 s | Secom | 1.85 s | 0.018 s | 1.67 s | 0.007 s | 0.061 s | 0.040 s | Arcene | 61.4 s | 0.0008 s | 61.17 s | 0.0005 s | 2.03 s | 0.55 s | Dexter | 135.7 s | 0.0006 s | 131.1 s | 0.0004 s | 4.88 s | 0.718 s | Multi.fea. | 5.15 s | 0.0218 s | 4.93 s | 0.0053 s | 0.26 s | 0.098 s | News20 | 1283 s | 19.8 s | 1283 s | 19.8 s | 0.26 s | 0.098 s | Sector | 10.7 | 0.21 s | 10.12 | 0.20 s | 5.26 s | 0.38 s |
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