Table 3.

Mean normalised classification rates over 4 two-phenotype datasets according to performance

Two-class	DIGS	SG	Mean [ 28 ]	Median [ 28 ]	Per_pathway [ 72 ]	PCA [ 45 ]	CORGs [ 19 ]
5-NN	0.9988	0.9071	0.8737	0.8751	0.8903	0.8389	0.9371
NN	0.9973	0.9584	0.9323	0.9004	0.9041	0.9480	0.9769
SMO	0.9757	0.9474	0.9435	0.9225	0.9325	0.9704	0.9645
HB	0.9835	0.9730	0.8819	0.8707	0.8547	0.8402	0.9595
Logistic	0.9318	0.9816	0.8902	0.8789	0.8632	0.8482	0.9684
Mean	0.9774	0.9535	0.9043	0.8895	0.8890	0.8891	0.9613

The highest classification rate achieved across all competing methods is highlighted as bold for each classifier.