3-class classification on WESAD
0.9888F1 ScoreTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerSetting=All modalities, Study=This work, Cross-Validation Protocol=LOSO-CV2026.06 | 0.9888 | 0.9902 | |
| Ensemble FusionSetting=All modalities, Study=This work, Cross-Validation Protocol=LOSO-CV2026.06 | 0.9856 | 0.9891 | |
| LSTMSetting=All modalities, Study=This work, Cross-Validation Protocol=LOSO-CV2026.06 | 0.9709 | 0.977 | |
| TCNSetting=All modalities, Study=This work, Cross-Validation Protocol=LOSO-CV2026.06 | 0.961 | 0.9676 | |
| Linear Discriminant Analysis (LDA)Setting=All modalities, Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 0.7156 | 0.758 | |
| AdaBoostSetting=All modalities, Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 0.6885 | 0.7957 | |
| Random ForestSetting=All modalities, Study=Garg et al. [7], Cross-Validation Protocol=LOSO-CV2026.06 | 0.6573 | 0.6756 | |
| Random ForestSetting=All modalities, Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 0.6408 | 0.7497 | |
| AdaBoostSetting=All modalities, Study=Garg et al. [7], Cross-Validation Protocol=LOSO-CV2026.06 | 0.6382 | 0.6434 | |
| Support Vector Machine (SVM)Setting=All modalities, Study=Garg et al. [7], Cross-Validation Protocol=LOSO-CV2026.06 | 0.5964 | 0.5956 | |
| k-Nearest Neighbour (kNN)Setting=All modalities, Study=Garg et al. [7], Cross-Validation Protocol=LOSO-CV2026.06 | 0.5814 | 0.65 | |
| Decision TreeSetting=All modalities, Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 0.5805 | 0.6356 | |
| Linear Discriminant Analysis (LDA)Setting=All modalities, Study=Garg et al. [7], Cross-Validation Protocol=LOSO-CV2026.06 | 0.5044 | 0.6706 | |
| k-Nearest Neighbour (kNN)Setting=All modalities, Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 0.487 | 0.5614 |