Drug activity prediction using multiple-instance learning via joint instance and feature selection

BMC Bioinformatics

Table 6 Results of data set III.

Iteration			0	1	2	3
Method 1	Error rate (%)	CV	5.26	5.26	-	-
		Training	6.08	6.88
		Test	17.09	16.24
	Number of instances		32528	22	-	-
	Number of features		1542	36	-	-
Method 2	Error rate (%)	CV	5.33	6.69	9.21	7.89
		Training	5.56	5.82	8.73	8.73
		Test	14.53	15.39	17.09	17.09
	Number of instances		32528	48	14	5
	Number of features		1542	55	8	2

Note: Iteration 0 is the original MILES method without instance and feature selection.

ISSN: 1471-2105