Affective State Recognition on WESAD All chest
85.76F1 ScoreLSTM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LSTMStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 85.76 | 87.93 | |
| TCNStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 83.94 | 86.35 | |
| TransformerStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 82.57 | 84.8 | |
| Linear Discriminant Analysis (LDA)Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 72.49 | 76.5 | |
| AdaBoostStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 64.89 | 74.74 | |
| Random ForestStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 60.8 | 68.76 | |
| Decision TreeStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 53.06 | 57.68 |