Research Article
An Adaptive EEG Feature Extraction Method Based on Stacked Denoising Autoencoder for Mental Fatigue Connectivity
Table 2
RPFA on the three conditions.
| Condition | Area | Original data | PCA | SDAE |
| Awake | 1 | 19.12 | 12.05 | 21.83 | 2 | 9.97 | 9.30 | 13.27 | 3 | 8.57 | 7.14 | 12.10 | 4 | 9.51 | 6.83 | 12.51 | Fatigue | 1 | 8.72 | 8.97 | 11.45 | 2 | 5.49 | 5.30 | 6.51 | 3 | 10.75 | 12.17 | 11.86 | 4 | 9.91 | 9.63 | 11.67 | Sleep deprivation | 1 | 8.73 | 6.38 | 8.75 | 2 | 7.22 | 8.02 | 8.53 | 3 | 25.84 | 30.80 | 31.64 | 4 | 6.97 | 8.04 | 8.73 | Average | | 10.90 | 10.39 | 13.24 |
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