Research Article
[Retracted] Classification of Resting-State Status Based on Sample Entropy and Power Spectrum of Electroencephalography (EEG)
Table 5
Confusion matrix and parameter evaluation of classifiers applied to extracted features by SE.
| | Classifiers | Confusion matrix | Parameter evaluation |
| | KNN | | Close | Open | Precision | Recall | F1-score | | Close | 90 | 2 | 0.82 | 0.97 | 0.89 | | Open | 22 | 69 | 0.96 | 0.77 | 0.85 | | LR | | Close | Open | Precision | Recall | F1-score | | Close | 83 | 9 | 0.89 | 0.90 | 0.89 | | Open | 10 | 81 | 0.90 | 0.89 | 0.89 | | DT | | Close | Open | Precision | Recall | F1-score | | Close | 79 | 13 | 0.89 | 0.86 | 0.86 | | Open | 11 | 80 | 0.86 | 0.89 | 0.87 | | LD | | Close | Open | Precision | Recall | F1-score | | Close | 85 | 8 | 0.89 | 0.92 | 0.90 | | Open | 11 | 80 | 0.92 | 0.88 | 0.90 | | GNB | | Close | Open | Precision | Recall | F1-score | | Close | 84 | 8 | 0.90 | 0.91 | 0.90 | | Open | 10 | 81 | 0.90 | 0.89 | 0.89 | | SVM | | Close | Open | Precision | Recall | F1-score | | Close | 87 | 5 | 0.92 | 0.94 | 0.93 | | Open | 9 | 82 | 0.94 | 0.91 | 0.92 |
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