Table 3.

Performance comparison based on MIMIC-III

missing rate
Model	0%	20%	40%
Next-admission diagnosis prediction (Accuracy@20)
INVASE	0.571 ± 0.015	0.609 ± 0.019	0.589 ± 0.017
LSPIN	0.615± 0.022	0.600 ± 0.023	0.598 ± 0.025
gI	0.602 ± 0.014	0.600 ± 0.017	0.591 ± 0.018
GroupFS	0.592 ± 0.012	0.589 ± 0.012	0.586 ± 0.014
	0.610 ± 0.019	0.592 ± 0.019	0.586 ± 0.018
	0.589 ± 0.011	0.576 ± 0.016	0.571 ± 0.012
	0.575 ± 0.09	0.572 ± 0.011	0.561 ± 0.015
	0.646± 0.016	0.621 ± 0.015	0.614 ± 0.017
Hi-BEHRT	0.631 ± 0.013	0.618± 0.012	0.610 ± 0.011
Mortality prediction (AUC)
INVASE	0.872 ± 0.021	0.839 ± 0.019	0.812 ± 0.020
LSPIN	0.944 ± 0.010	0.880 ± 0.015	0.877 ± 0.016
gI	0.917 ± 0.014	0.835 ± 0.014	0.810 ± 0.017
GroupFS	0.845 ± 0.011	0.837 ± 0.013	0.823 ± 0.013
	0.859 ± 0.008	0.848 ± 0.010	0.836 ± 0.012
	0.896 ± 0.015	0.892 ± 0.017	0.881 ± 0.014
	0.862 ± 0.017	0.855 ± 0.022	0.853 ± 0.013
	0.945 ± 0.010	0.879 ± 0.012	0.878 ± 0.011
Hi-BEHRT	0.865 ± 0.021	0.832 ± 0.025	0.824 ± 0.023

FlexGPC-Trans-MLP is abbreviated as FlexGPC