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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