Research Article
[Retracted] Classification of Resting-State Status Based on Sample Entropy and Power Spectrum of Electroencephalography (EEG)
Table 3
Confusion matrix and parameter evaluation of classifiers applied to extracted features by FFT.
| Classifiers | Confusion matrix | Parameter evaluation |
| KNN | | Close | Open | Precision | Recall | F1-score | Close | 35 | 1 | 0.92 | 0.97 | 0.94 | Open | 3 | 34 | 0.96 | 0.91 | 0.93 | LR | | Close | Open | Precision | Recall | F1-score | Close | 36 | 1 | 0.97 | 0.97 | 0.97 | Open | 1 | 36 | 0.97 | 0.97 | 0.97 | DT | | Close | Open | Precision | Recall | F1-score | Close | 34 | 3 | 0.94 | 0.92 | 0.94 | Open | 2 | 35 | 0.92 | 0.95 | 0.93 | LD | | Close | Open | Precision | Recall | F1-score | Close | 36 | 1 | 0.97 | 0.97 | 0.97 | Open | 1 | 36 | 0.97 | 0.97 | 0.97 | GNB | | Close | Open | Precision | Recall | F1-score | Close | 35 | 1 | 0.84 | 0.97 | 0.89 | Open | 9 | 28 | 0.95 | 0.76 | 0.82 | SVM | | Close | Open | Precision | Recall | F1-score | Close | 35 | 1 | 0.97 | 0.97 | 0.96 | Open | 3 | 34 | 0.97 | 0.97 | 0.97 |
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