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Table 17 Classification results for the data exfiltration dataset no sampling default hyperparameter values experiments; mean and standard deviations of AUC and AUPRC, (10 iterations of 5-fold cross-validation)

From: IoT information theft prediction using ensemble feature selection

Experiment name Mean SD Mean SD
AUC AUC AUPRC AUPRC
CatBoost 0.98126 0.02518 0.99446 0.00787
DT 0.97395 0.02657 0.96053 0.02803
Light GBM 0.98043 0.02721 0.98507 0.02160
LR 0.94149 0.03630 0.92768 0.07234
MLP 0.95924 0.03355 0.95868 0.04305
NB 0.97410 0.02317 0.82526 0.04383
RF 0.96438 0.03388 0.99208 0.01231
XGBoost 0.97747 0.02833 0.98798 0.01983