Research Article
Globality-Locality Preserving Maximum Variance Extreme Learning Machine
Table 2
Average (sum average recognition rate of different training samples per subject) recognition rate of different ELM algorithms on image datasets (%).
| Dataset | ELM | MCVELM | GELM | RDELM | GLELM | ā | Average | Average | Average | Average | Average |
| ORL | 92.29 | 92.23 | 93.37 | 91.95 | 93.87 | Yale | 67.98 | 67.63 | 71.08 | 67.07 | 75.05 | Yale B | 95.74 | 96.04 | 97.05 | 97.17 | 98.15 | MNIST | 70.00 | 68.34 | 78.36 | 76.90 | 83.49 | COIL20 | 90.74 | 93.35 | 94.33 | 94.26 | 95.23 | USPS | 87.08 | 89.37 | 91.10 | 91.18 | 92.84 |
| Average | 83.97 | 84.49 | 87.55 | 86.42 | 89.77 |
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