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Table 1 Effect of imbalanced dataset in DeepReturn

From: Tackling imbalanced data in cybersecurity with transfer learning: a case with ROP payload detection

 

1:1 Balanced

1:100 Imbalanced

False positive rate

0.399%

8.806%

F1-score

0.997

0.949