Table 4.

Performance comparison based on eICU

missing rate
Model	0%	20%	40%
Next-admission diagnosis prediction (Accuracy@20)
INVASE	0.900± 0.011	0.878 ± 0.012	0.856 ± 0.015
LSPIN	0.885 ± 0.009	0.876 ± 0.010	0.854 ± 0.010
gI	0.882 ± 0.007	0.879 ± 0.07	0.856 ± 0.09
GroupFS	0.870 ± 0.010	0.862 ± 0.012	0.835 ± 0.011
	0.873± 0.007	0.863 ± 0.008	0.845 ± 0.100
	0.869± 0.006	0.872 ± 0.009	0.849 ± 0.8
	0.865± 0.008	0.860 ± 0.007	0.841 ± 0.13
	0.896± 0.009	0.882± 0.010	0.863± 0.012
Hi-BEHRT	0.872± 0.019	0.867 ± 0.017	0.842 ± 0.018
Mortality prediction (AUC)
INVASE	0.731 ± 0.015	0.710 ± 0.014	0.703 ± 0.016
LSPIN	0.719 ± 0.012	0.701 ± 0.013	0.695 ± 0.013
gI	0.712 ± 0.015	0.710 ± 0.017	0.687± 0.018
GroupFS	0.638 ± 0.012	0.617 ± 0.012	0.552 ± 0.015
	0.736± 0.007	0.731 ± 0.008	0.687± 0.011
	0.738± 0.012	0.725 ± 0.009	0.682± 0.013
	0.722± 0.005	0.724 ± 0.007	0.667± 0.09
	0.740± 0.006	0.740± 0.010	0.729± 0.011
Hi-BEHRT	0.716 ± 0.018	0.695 ± 0.021	0.695 ± 0.019