Table 8 Comparison of ADASYN + CNN and other methods.

From: Comparative evaluation of data imbalance addressing techniques for CNN-based insider threat detection

Method

Result

AD-DNN40

ROC: 95%

DCNN22

P: 83%

R: 76%

LSTM26

ROC 94%

SMOTE-CNN

ROC 94%

Borderline-SMOTE + CNN

ROC 89%

ADASYN + CCN

ROC 96%

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