Research Article
Deep Convolutional Extreme Learning Machine and Its Application in Handwritten Digit Classification
Table 3
Performance on MNIST (with only 15k training samples).
| Algorithms | Training time (s) | Training accuracy | Testing accuracy | Mean | Std | Mean | Std |
| ELM | 169.3 | 0.9976 | 0.0012 | 0.9522 | 0.0009 | LRF-ELM | 264.9 | 0.9890 | 0.0039 | 0.9779 | 0.0021 | DC-ELM | 120.4 | 0.9887 | 0.0020 | 0.9841 | 0.0012 | CNN | 2960.9 | 0.9873 | 0.0014 | 0.9781 | 0.0011 | DBN | 4791.3 | 0.9905 | 0.0009 | 0.9759 | 0.0015 |
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