Table 5.

Results of the ensemble method through weighted voting on various resample data sizes for various kinases

Kinases	B=10				B=15				B=20
	Precision	Recall	Accuracy (%)	F-measure	Precision	Recall	Accuracy (%)	F-measure	Precision	Recall	Accuracy (%)	F-measure
PKA	0.7746	0.7639	81.87	0.7692	0.7716	0.7743	82.01	0.7730	0.7674	0.7674	81.59	0.7674
PKB	0.6986	0.7286	76.57	0.7133	0.7397	0.7714	80.00	0.7552	0.6892	0.7286	76.00	0.7083
PKC	0.7647	0.7921	81.97	0.7782	0.7356	0.7778	79.97	0.7561	0.7372	0.7742	79.97	0.7552
MAPK	0.7868	0.8219	84.08	0.8040	0.8047	0.8340	85.37	0.8191	0.7907	0.8259	84.41	0.8079
GSK-3	0.7455	0.7736	80.45	0.7593	0.7193	0.7736	78.95	0.7455	0.7818	0.8113	83.46	0.7963
CDK1	0.8088	0.8271	85.29	0.8178	0.7910	0.7970	83.48	0.7940	0.7939	0.7820	83.18	0.7879
CK2	0.7653	0.8021	82.26	0.7833	0.7784	0.8075	83.12	0.7927	0.7685	0.8342	83.33	0.8000
CAM KII	0.7162	0.7910	79.65	0.7518	0.6892	0.7612	77.33	0.7234	0.7123	0.7761	79.07	0.7429
SRC	0.7244	0.7667	79.00	0.7449	0.7540	0.7917	81.33	0.7724	0.7344	0.7833	80.00	0.7581

Note: Precision, recall, accuracy, and F-measure are used for performance evaluation.

Abbreviations: CAM KII, calmodulin-dependent protein kinase II; CDK1, cyclin-dependent kinase 1; CK2, casein kinase 2; GSK-3, glycogen synthase kinase 3; MAPK, mitogen-activated protein kinase; PKA, protein kinase A; PKB, protein kinase B; PKC, protein kinase C; SRC, tyrosin kinase SRC.