Table 16 Performance metrics for the proposed approach.
From: Segmentation-enhanced approach for emotion detection from EEG signals using the fuzzy C-mean and SVM
Model | Precision | Recall | F1-score | Accuracy (%) | p-value (ANOVA) |
|---|---|---|---|---|---|
Linear SVM + FCM | 0.98 | 0.98 | 0.98 | 97.66 | 0.0003 |
CNN + LSTM + FCM | 0.75 | 0.76 | 0.74 | 76.00 | 0.0152 |
CNN + LSTM | 0.79 | 0.8 | 0.78 | 80.00 | 0.0098 |
LSTM | 0.63 | 0.64 | 0.63 | 64.00 | 0.0325 |
CNN + LSTM + RF | 0.77 | 0.77 | 0.77 | 78.00 | 0.0126 |
