Research Article
Deep Convolutional Extreme Learning Machine and Its Application in Handwritten Digit Classification
Table 2
Performance on MNIST (with only 10k training samples).
| Algorithms | Training time (s) | Training accuracy | Testing accuracy | Mean | Std | Mean | Std |
| ELM | 102.6 | 0.9965 | 0.0013 | 0.9457 | 0.0017 | LRF-ELM | 179.8 | 0.9882 | 0.0058 | 0.9763 | 0.0034 | DC-ELM | 78.15 | 0.9802 | 0.0027 | 0.9803 | 0.0015 | CNN | 2031.5 | 0.9703 | 0.0017 | 0.9724 | 0.0013 | DBN | 2968.4 | 0.9872 | 0.0022 | 0.9632 | 0.0021 |
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