Research Article
Long Short-Term Memory Neural Networks for RNA Viruses Mutations Prediction
Table 5
Results varying according to the epoch numbers of the Newcastle dataset.
| Epochs | Training | Validation | Epochs | Training | Validation |
| 1 | 7.31 | 8.58 | 26 | 88.41 | 93.43 | 2 | 9.94 | 10.02 | 27 | 90.31 | 92.38 | 3 | 12.16 | 12.78 | 28 | 89.63 | 92.67 | 4 | 14.16 | 18.9 | 29 | 90.53 | 94.61 | 5 | 18.74 | 19.98 | 30 | 91.24 | 93.46 | 6 | 20.64 | 21.52 | 31 | 91.88 | 94.35 | 7 | 23.64 | 22.31 | 32 | 92.65 | 93.92 | 8 | 26.11 | 34.08 | 33 | 92.94 | 94.15 | 9 | 33.21 | 32.83 | 34 | 92.26 | 94.81 | 10 | 38.26 | 43.58 | 35 | 93.2 | 95.66 | 11 | 42.02 | 48.11 | 36 | 93.52 | 95.79 | 12 | 53.48 | 62.54 | 37 | 94.02 | 95.53 | 13 | 56.42 | 68.95 | 38 | 94.04 | 96.16 | 14 | 67.35 | 66.91 | 39 | 94.4 | 95.47 | 15 | 68.8 | 69.14 | 40 | 94.67 | 94.68 | 16 | 73.96 | 84.88 | 41 | 94.9 | 94.94 | 17 | 77.08 | 86.13 | 42 | 94.9 | 96.88 | 18 | 81.87 | 84.09 | 43 | 94.9 | 96.91 | 19 | 82.82 | 88.01 | 44 | 95.07 | 95.79 | 20 | 84.25 | 91.03 | 45 | 95.63 | 97.17 | 21 | 83.54 | 89.58 | 46 | 95.63 | 96.19 | 22 | 85.85 | 91.88 | 47 | 95.44 | 96.19 | 23 | 87.49 | 91.55 | 48 | 95.56 | 95.89 | 24 | 87.6 | 91.46 | 49 | 95.88 | 96.19 | 25 | 88.19 | 93.3 | 50 | 96.12 | 96.98 |
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