Skip to main content

Table 3 Top 5 features CART, RF, SVM and LASSO and frequency of selection in 200 bootstrap resamples

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

Technique

Top 5 features and frequencies []

CART

LePn.007B8

[200]

LePn.026A7

[93]

LePn.027A12

[76]

LePn.028A11

[71]

LePn.016E4

[66]

RF

LePn.007B8

[200]

LePn.032E12

[168]

LePn.004E8

[151]

LePn.035C6

[141]

LePn.016E4

[100]

SVM

LePn.007B8

[144]

LePn.035G3

[111]

LePn.009C5

[105]

LePn.012C5

[97]

LePn.024C3

[89]

LASSO

LePn.007B8

[187]

LePn.033H2

[146]

LePn.016E4

[131]

LePn.010B12

[83]

LePn.011B3

[77]