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]

Back to article page

BMC Research Notes

ISSN: 1756-0500

Contact us