Table 4.
AMIGOS results for majority voting (fusion of modalities). Highlighted row represents the best-performing combination of modalities.
| Modality | 1st Random Split | 2nd Random Split | Average Accuracy |
|---|---|---|---|
| ECGL + ECGR + GSR + EEG | 97.5% | 97.0% | 97.25% |
| ECGL + ECGR | 98.2% | 97.7% | 97.95% |
| ECGL + GSR | 79.8% | 81.6% | 80.70% |
| ECGL + EEG | 85.4% | 78.9% | 82.15% |
| ECGR + GSR | 80.5% | 82.5% | 81.50% |
| ECGR + EEG | 86.1% | 79.5% | 82.80% |
| GSR + EEG | 68.7% | 65.8% | 67.25% |
| ECGL + ECGR + GSR | 98.5% | 98.2% | 98.35% |
| ECGL + ECGR + EEG | 99.0% | 98.6% | 98.8% |
| ECGL + GSR + EEG | 91.5% | 90.0% | 90.75% |
| ECGR + GSR + EEG | 92.2% | 90.5% | 91.35% |