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Within-subject experimental results. Accuracies are reported on data preprocessed using Filter Bank and CSP for cognitive engagement and emotional engagement classifications.
| Method | Cognitive engagement (proposed) | Emotional engagement (proposed) |
|---|---|---|
| SVM | 76.9 ± 10.2 | 76.7 ± 10.0 |
| k-NN | 73.0 ± 9.7 | 74.2 ± 10.3 |
| ANN | 74.0 ± 9.2 | 73.9 ± 9.1 |
| LDA | 72.1 ± 11.4 | 71.6 ± 9.3 |
| DNN | 73.7 ± 8.9 | 73.4 ± 9.6 |
| CNN | 74.1 ± 10.1 | 74.4 ± 9.4 |
The best performance average values are highlighted in bold.
