Table 3.

The area under the curve performance of the original and summarized probabilistic graphical models at different summarization ratios (1%, 5%, 10%, and 20%) for predicting future comorbidities (year 2 to year 5), given the comorbidity information of the past year (year 1).

Prediction year		EAGLa						MIOBI [33]						CHEETAH [62]
		Original	1.00	5.00	10.00	20.00	Original		1.00	5.00	10.00	20.00	Original		1.00	5.00	10.00	20.00
Year 2 (%)
	TBIb	75.69	75.63	75.53	75.09	63.34		75.69	75.78	75.63	63.99	56.08		75.69	75.70	65.25	63.95	61.80
	PTSDc	78.97	78.94	80.20	80.87	81.51		78.97	79.32	80.57	70.86	71.04		78.97	79.12	79.54	80.19	71.15
	BaPad	63.16	63.18	61.05	61.37	65.53		63.16	62.99	63.14	62.44	63.25		63.16	63.20	63.43	64.16	64.80
	SuAbe	72.93	72.95	75.74	70.59	68.26		72.93	72.93	72.88	73.54	69.99		72.93	73.10	73.78	73.96	74.29
	Deprf	68.24	68.23	70.48	62.88	59.27		68.24	68.24	68.03	66.20	55.50		68.24	68.36	68.51	68.74	70.22
Year 3 (%)
	TBI	72.22	72.25	72.15	72.13	71.78		72.22	72.24	72.36	70.20	59.82		72.22	72.22	64.62	63.54	61.33
	PTSD	76.01	75.97	77.37	77.81	78.57		76.01	76.40	77.89	75.34	76.60		76.01	76.15	76.90	76.78	69.36
	BaPa	60.92	60.98	59.32	59.49	61.88		60.92	60.96	61.12	61.34	58.44		60.92	61.04	61.29	61.49	61.80
	SuAb	70.80	70.81	72.49	70.54	67.58		70.80	70.73	70.72	70.70	71.08		70.80	70.83	71.53	71.73	71.97
	Depr	65.16	65.20	66.95	68.29	58.28		65.16	65.13	65.16	64.45	64.24		65.16	65.37	65.84	65.99	66.85
Year 4 (%)
	TBI	70.86	70.78	71.10	70.76	70.48		70.86	70.82	70.82	69.41	68.20		70.86	70.27	64.85	64.08	61.94
	PTSD	73.21	73.18	74.29	74.95	76.02		73.21	73.52	74.99	72.92	74.51		73.21	73.34	73.88	74.11	67.64
	BaPa	61.81	61.81	60.24	60.38	63.01		61.81	61.76	62.01	62.62	59.29		61.81	61.93	62.14	62.43	63.03
	SuAb	68.97	69.00	70.28	69.13	68.24		68.97	68.97	68.73	69.28	70.99		68.97	69.14	69.53	69.78	70.24
	Depr	64.73	64.71	65.48	65.53	61.55		64.73	64.73	64.63	63.97	64.03		64.73	64.88	65.09	65.25	65.68
Year 5 (%)
	TBI	70.88	70.91	71.55	71.63	70.74		70.88	70.82	70.91	70.53	69.14		70.88	70.52	66.02	65.25	63.35
	PTSD	72.72	72.70	73.55	73.75	74.34		72.71	72.95	73.91	72.24	73.61		72.71	72.85	73.19	73.39	67.30
	BaPa	53.46	53.49	51.20	50.58	50.67		53.46	53.21	53.11	53.03	49.26		53.46	53.51	53.50	53.73	53.01
	SuAb	63.73	63.76	64.35	62.59	59.70		63.73	63.61	63.46	63.07	61.47		63.73	63.90	63.99	63.87	64.12
	Depr	64.01	63.99	64.78	64.50	61.23		64.01	63.96	63.74	63.38	63.32		64.01	64.19	64.50	64.70	65.19

^aEAGL: Eigenvalue analysis of the graph Laplacian.

^bTBI: traumatic brain injury.

^cPTSD: posttraumatic stress disorder.

^dBaPa: back pain.

^eSuAb: substance abuse.

^fDepr: depression.