Affective State Recognition on WESAD ECG-based
85.9F1 ScoreMulti-Layer Perceptron (MLP)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Multi-Layer Perceptron (MLP)Study=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 85.9 | 89.5 | |
| ECG Emotion ModelStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 85.8 | 89.7 | |
| Deep ECGNetStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 85.7 | 90.8 | |
| SVMStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 83.2 | 87.1 | |
| LDAStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 81.3 | 85.4 | |
| Random ForestStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 81.3 | 86.3 | |
| CNN (spectrogram)Study=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV2026.06 | 79.4 | 82.4 | |
| TransformerStudy=Prajod et al. [19], Cross-Validation Protocol=LOSO-CV, Configuration=without fine-tuning2026.06 | 69.7 | 80.4 |