Research Article
Evolving LSTM Networks for Time-Series Classification in EdgeIoT
Table 2
The testing accuracy results over 10 independent runs.
| Runs | LSTM | CSC | SCA | PSO | GA |
| 1 | 95.1 | 97.8 | 98.9 | 96.2 | 96.2 | 2 | 95.4 | 97.8 | 98.1 | 95.1 | 96.2 | 3 | 93.8 | 98.1 | 96.5 | 93.5 | 96.5 | 4 | 94.6 | 98.4 | 94.9 | 94.6 | 97.3 | 5 | 94.6 | 97.0 | 96.8 | 97.6 | 94.6 | 6 | 94.1 | 97.6 | 96.5 | 96.4 | 95.4 | 7 | 95.4 | 97.3 | 97.3 | 97.3 | 96.8 | 8 | 92.4 | 97.3 | 97.3 | 95.4 | 96.8 | 9 | 94.3 | 96.8 | 97.3 | 96.2 | 96.8 | 10 | 95.7 | 97.6 | 97.0 | 95.4 | 97.3 | Avg. | 94.5 | 97.6 | 97.1 | 95.8 | 96.5 | Var. | 0.94 | 0.24 | 1.14 | 1.51 | 0.70 |
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