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Table 18 Results for classification of SQL Injection web attacks and no sampling applied; abbreviations are the same as in Table 8

From: Investigating rarity in web attacks with ensemble learners

Classifier

AUC

SD AUC

NB

0.889

0.00622

DT

0.67703

0.04423

RF

0.65634

0.04689

CB

0.5651

0.04702

LR

0.5

0.0

XGB

0.5

0.0

LGB

0.49986

0.00049

  1. Bolded values indicate highest scores