TABLE 3. Classification Accuracy on the 12 UCI Datasets With Different Number of Source Domains.

Dataset	0			1			2			3
	3%	10%	30%	3%	10%	30%	3%	10%	30%	3%	10%	30%
breast-cancer	81.44	91.43	95.41	94.95	98.17	98.53	95.57	98.69	99.08	98.16	98.89	99.17
diabetes	75.84	81.95	81.9	79.42	83.09	83.8	81.71	83.17	85.71	82.28	84.04	86.66
diabetic retinopathy	60.83	60.88	61.86	62.63	62.92	64.86	62.99	63.33	66.67	63.05	63.75	67.78
heart-c	81.39	82.17	82.17	83.72	84.49	85.27	86.04	86.82	87.98	86.82	88.37	90.69
heart-statlog	65.42	69.44	78.2	67.34	71.3	81.6	68.76	72.22	82.05	70.21	75	84.61
hepatitis	76.47	79.41	81.25	83.9	82.35	86.27	83.9	82.9	82.35	82.35	84.31	88.23
ILPD	66.67	71.14	73	69.16	72.91	78.35	73.67	77.97	78.41	74.68	78.35	78.48
mammographic_masses	37.5	63.1	69.67	63	63.8	75.5	63.09	63.9	77.4	63.2	64.11	81
sani	61.42	68.52	86.42	76.39	85.28	89.17	80.83	93.06	96.3	81.94	94.72	97.22
sick	94.8	96.03	96.77	95.93	96.22	96.69	96.03	96.37	97.26	96.03	96.6	97.73
thoracic surgery	81.44	91.43	95.41	94.95	98.17	98.53	95.57	98.69	99.08	98.16	98.89	99.17
wdbc	75.84	81.95	81.9	79.42	83.09	83.8	81.71	83.17	85.71	82.28	84.04	86.66
Average	70.18	76.41	80.87	77.64	80.05	84	79.26	81.84	85.32	79.87	82.81	87.16