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Cybersecurity

Table 6 False positive rate comparison with model trained using balanced data

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

Program

Orig. balanced

Ours

Orig. imbalanced

nginx

0.0001

0.0284

0.2201

httpd

0.0004

0.0258

0.2530

vsftpd

0.0002

0.0125

0.0857

proftpd

0.0002

0.0433

0.0904

Average

0.0003

0.0275

0.1623

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