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Journal of Big Data

Table 24 Mean performance of CatBoost and LightGBM in terms of AUC and F1-score on datasets with features from feature group all features

From: Detecting cybersecurity attacks across different network features and learners

 

All features

CatBoost

0.96389

0.00108

0.95054

0.00187

LightGBM

0.96890

0.00019

0.96134

0.00021

  1. Best metrics are highlighted in italics; SD AUC is the standard deviation of AUC and SD F1 is the standard deviation of the F1-score
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