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Table 6 Summary of performance evaluation results of the classification models, averaged over the 5 cross validation folds, with standard deviations

From: Rough set theory based prognostic classification models for hospice referral

Method AUC Kappa Sensitivity Specificity Threshold (τ)
VC-DomLEM 0.7173 (0.014) 0.35 (0.03) 0.6391 (0.042) 0.7175 (0.033) 0.4234 (0.045)
MODLEM 0.6974 (0.015) 0.32 (0.03) 0.6447 (0.038) 0.6862 (0.037) 0.4597 (0.042)
C4.5 0.7088 (0.018) 0.31 (0.04) 0.6078 (0.055) 0.7254 (0.070) 0.4531 (0.095)
RF 0.7459 (0.014) 0.37 (0.02) 0.6384 (0.044) 0.7388 (0.039) 0.4872 (0.022)
Log. Reg. 0.7421 (0.009) 0.35 (0.01) 0.6374 (0.055) 0.7282 (0.058) 0.4715 (0.050)
SVM 0.7352 (0.009) 0.35 (0.02) 0.6526 (0.050) 0.7132 (0.040) 0.4056 (0.034)