TIPred: a novel stacked ensemble approach for the accelerated discovery of tyrosinase inhibitory peptides

BMC Bioinformatics

Table 5 Performance comparison of TIPred and the existing predictors

Evaluation strategy	Method	ACC	BACC	Sn	Sp	MCC	AUC
Cross-validation	TIP-KNN	0.680	0.679	0.811	0.547	0.383	0.679
	TIP-RF	0.845	0.845	0.821	0.869	0.695	0.919
	TIPred	0.916	0.917	0.917	0.917	0.837	0.955
Independent test	TIP-KNN	0.644	0.717	0.815	0.619	0.294	0.717
	TIP-RF	0.904	0.866	0.815	0.917	0.643	0.958
	TIPred	0.923	0.956	1.000	0.912	0.757	0.977

ISSN: 1471-2105