Efficient Data Mining Algorithms for Screening Potential Proteins of Drug Target

Table 2

Results on 10 independent experiments: averaged results and variance. RS-bagging stands for the random sampling to obtain NDTPs for training. S1-bagging represents established bagging classifier using Strategy  1 in the first stage and so is the S2-bagging.

	Recall_DTPs	Recall_NDTPs	Precision_NDTPs
RS-bagging	0.971 (0.007)	0.997 (0.002)	0.981 (0.007)	Train_Set
	0.524 (0.043)	0.761 (0.015)	0.987 (0.001)	Test_Set
S1-bagging	0.996 (0.002)	0.999 (0.002)	0.996 (0.002)	Train_Set
	0.939 (0.015)	0.887 (0.005)	0.998 (0)	Test_Set
S2-bagging	0.997 (0.005)	0.998 (0.004)	0.997 (0.004)	Train_Set
	0.976 (0.011)	0.647 (0.006)	0.996 (0)	Test_Set