Skip to main content

Table 4 Mean AUC and mean optimism CART, RF, SVM and LASSO

From: Feature selection and validated predictive performance in the domain of Legionella pneumophila: a comparative study

 Technique Apparent AUC Bootstrap AUC Validated AUC Optimism
Mean 95 % CI Mean 95 % CI Mean 95 % CI
CART 0.929 0.937 [0.933; 0.942] 0.873 [0.868; 0.878] 0.064 [0.060; 0.068]
RF 0.938 0.980 [0.978; 0.981] 0.975 [0.973; 0.976] 0.005 [0.003; 0.008]
SVM 0.887 0.924 [0.918; 0.930] 0.859 [0.852; 0.866] 0.066 [0.061; 0.071]
LASSO 0.965 0.981 [0.980; 0.983] 0.925 [0.922; 0.928] 0.056 [0.053; 0.060]
\