Research Article
CNNdel: Calling Structural Variations on Low Coverage Data Based on Convolutional Neural Networks
Table 4
Comparisons of different model parameters.
| Layers | Activation | Learning rate | Batch range | Run time | Mortality | Space requirements |
| C1 + P1 + F1 + F2 | Tanh | 0.1 | 8~512 | Medium | Hardly | Large | ReLU | 0.1 | 8~512 | Fast | Medium | Softplus | 0.1 | 1, 8, 64 | Slow | High |
| C1 + P1 + C2 + P2 + F1 + F2 | Tanh | 0.1 | 8~512 | Medium | Hardly | Medium | ReLU | 0.1 | 8~512 | Fast | Medium | Softplus | 0.1 | 1, 8 | Slow | High |
| C1 + P1 + C2 + P2 + C3 + P3 + F1 + F2 | Tanh | 0.1 | 8~512 | Medium | Hardly | Small | ReLU | 0.1 | 8, 64 | Faster | Medium | Softplus | 0.1 | 1, 8 | Slow | High |
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