An ensemble learning with active sampling to predict the prognosis of postoperative non-small cell lung cancer patients

Table 6 The AUPRC values of the ensemble algorithms, resampling algorithms, and the ELAS

Task	Ensemble algorithms				Resampling algorithms				Proposed
	SVM-AdaBoost		SVM-Bagging		SVM-SMOTE		SVM-TomekLinks		SVM-ELAS
	Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD
1-year recurrence	0.150	0.047	0.153	0.049	0.114	0.033	0.151	0.043	0.153	0.052
1-year death	0.134	0.033	0.125	0.043	0.101	0.034	0.124	0.050	0.129	0.039
3-year recurrence	0.493	0.042	0.524	0.051	0.490	0.046	0.524	0.051	0.527	0.050
3-year death	0.420	0.045	0.454	0.054	0.404	0.048	0.449	0.044	0.459	0.047
5-year recurrence	0.762	0.052	0.765	0.054	0.762	0.057	0.763	0.057	0.758	0.055
5-year death	0.681	0.040	0.693	0.045	0.678	0.048	0.685	0.050	0.695	0.040
All tasks	0.440	0.243	0.452	0.249	0.425	0.257	0.449	0.248	0.453	0.247

ISSN: 1472-6947