Table 2. The performances of the classifiers (ARGs related validation cohort).

Algorithm	TP rate	FP rate	Precision	Recall	F-Measure	MCC	ROC area	PRC area
Random forest	0.650	0.350	0.794	0.650	0.601	0.420	0.940	0.939
J48	0.550	0.450	0.763	0.550	0.436	0.229	0.810	0.753
IBK	0.800	0.200	0.857	0.800	0.792	0.655	0.800	0.757
SMO	0.600	0.400	0.778	0.600	0.524	0.333	0.600	0.578
Logistic	0.650	0.350	0.700	0.650	0.627	0.346	0.830	0.759

ARGs, autophagy-related genes; TP, true positive; FP, false positive; MCC, Mathew correlation coefficient; ROC, receiver operating characteristic; PRC, Precision Recall Curve; IBK, K-nearest neighbours; SMO, sequential minimal optimization.