Table 1.

Training outcomes for models trained on all electrodes (Full), or the most highly weighted 12, 8 and 3 electrodes.

Model	ROC-AUC	Fit Time
LR Full	0.9972	24.9
LR Top 12	0.9727	11.4
LR Top 8	0.9590	10.98
LR Top 3	0.9475	10.86
XGBoost Full	0.9927	13.9
XGBoost Top 12	0.9484	3.43
XGBoost Top 8	0.9448	1.93
XGBoost Top 3	0.9321	1.85