Table 3.

Performance for the classification task. We show results for four baselines on GCN [25] for Tadpole and UKBB and DGM [7] for Tadpole with different input feature settings.ACC represents accuracy.

Data	Task	Method	Measure	a	b	c	d
Tadpole	Disease	GCN	ACC	77.4±02.41	81.00±06.40	74.50±3.44	82.4±04.14
			AUC	79.79±04.75	74.70±04.32	72.11±08.24	83.89±09.06
			F1	74.70±05.32	78.4±06.77	65.23±08.46	78.73±07.60
		DGM	ACC	89.2±05.26	92.92±02.50	79.70±04.22	95.09±03.15
			AUC	96.47±02.47	97.16±01.32	90.66±02.64	98.33±02.07
			F1	88.60±05.32	91.4±03.32	77.9±6.38	93.36±03.28
UKBB	Age	DGM	ACC	62.10±01.45	63.62±01.23	61.54±01.83	59.45±03.15
			AUC	76.57±02.47	76.82±03.03	81.40±04.73	77.23±02.17
			F1	46.80±04.83	50.23±02.52	47.31±03.54	47.46±03.19
	Sex	DGM	ACC	89.93±01.3	90.67±01.26	89.04±01.84	87.46±03.32
			AUC	95.83±00.76	96.47±00.66	95.02±00.92	93.98±02.43
			F1	89.83±01.34	90.65±01.25	89.01±01.75	87.4±03.23