Table 1.

Deep autoencoder model performance in behavioral classification. Table showing performance of model trained using different activity states of the control data in both light and dark phases.

Model		Performance Metrics
Baseline Control Activity Level	Light Phase	SE	SP	PPV	Kappa	AUROC
Hypoactive	Light	78.5	100	99.7	0.867	0.892
	Dark	78.3	98.0	88.4	0.800	0.882
Normal	Light	48.3	99.7	93.1	0.615	0.740
	Dark	73.3	94.8	77.6	0.695	0.840
Hyperactive	Light	79.2	97.5	85.5	0.790	0.883
	Dark	86.9	97.5	90.2	0.855	0.922