Table 7.
Prediction results using the datasets DEAP, AMIGOS and DREAMER.
| Arousal | Valence | ||||||
|---|---|---|---|---|---|---|---|
| Reg. | Dataset | PCC | MAE | RMSE | PCC | MAE | RMSE |
| KNN | DEAP | 0.794 | 0.062 | 0.163 | 0.795 | 0.066 | 0.172 |
| AMIGOS | 0.830 | 0.045 | 0.129 | 0.808 | 0.063 | 0.175 | |
| DREAMER | 0.806 | 0.058 | 0.165 | 0.812 | 0.076 | 0.213 | |
| RF | DEAP | 0.755 | 0.135 | 0.174 | 0.852 | 0.118 | 0.153 |
| AMIGOS | 0.789 | 0.115 | 0.148 | 0.769 | 0.158 | 0.195 | |
| DREAMER | 0.864 | 0.099 | 0.142 | 0.870 | 0.128 | 0.181 | |