Research Article
EEG-Based Personality Prediction Using Fast Fourier Transform and DeepLSTM Model
Table 3
Classification accuracy comparison for personality prediction of DeepLSTM model on the ASCERTAIN and proposed EEG datasets.
| | Dataset | Method | Validation technique | Accuracy | | Max | Avg | Min |
| | ASCERTAIN | DeepLSTM classifier | 50–50 | 82.48 | 80.36 | 77.42 | | 60–40 | 88.14 | 85.63 | 81.46 | | 70–30 | 92.86 | 89.68 | 86.46 | | 10-fold | 95.32 | 94.16 | 91.98 |
| | Proposed dataset | DeepLSTM classifier | 50–50 | 84.56 | 82.44 | 79.62 | | 60–40 | 91.52 | 87.62 | 84.86 | | 70–30 | 94.82 | 91.68 | 88.72 | | 10-fold | 96.94 | 95.88 | 93.94 |
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Optimal values are represented in bold.
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