Research Article
EEG Based Aptitude Detection System for Stress Regulation in Health Care Workers
Table 6
Averaged F1-score, precision, recall, and specificity scores for 250 epochs.
| Model | F1-score | Precision | Recall | Specificity |
| Convolutional neural network | 0.82 | 0.83 | 0.81 | 0.77 | Decision tree | 0.91 | 0.91 | 0.92 | 0.89 | K-nearest neighbors | 0.90 | 0.90 | 0.90 | 0.87 | Long-short-term memory | 0.91 | 0.99 | 0.85 | 0.99 | Naïve Bayes | 0.72 | 0.64 | 0.80 | 0.65 | Support vector machine | 0.93 | 0.93 | 0.93 | 0.92 |
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