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]