. Author manuscript; available in PMC: 2015 Jul 6.

Published in final edited form as: Mach Learn Knowl Discov Databases. 2014;8725:50–65. doi: 10.1007/978-3-662-44851-9_4

Table 4.

10-fold cross-validated performance for all proposed approaches on the MI dataset (* indicates significance).

Model	COX-2	No COX-2	AUU	Per-fold	Per-fold	SVM^Upl
	AUL	AUL		AUU μ	AUU σ	p-value
SVM^Upl	123.38	72.70	50.68	5.07	2.04	-

Two-Cost	126.23	106.25	19.99	2.43	1.54	0.004 *
COX-2-Only	151.50	137.70	13.80	1.18	1.52	0.002 *
Standard	147.69	146.49	1.20	-0.16	1.25	0.002 *
Flipped	102.15	73.63	28.52	2.97	1.35	0.037 *
Baseline	0.00	0.00	0.00	0.00	0.00	0.002 *