• Classification of Methamorphic Malware with Deep Learning (LSTM) 

      Catak, Ferhat Özgur; Yazi, Ahmet Faruk; Gul, Ensar (IEEE Conference Publication;, Chapter, 2019)
      Nowadays, anti-virus applications using traditional signature-based detection methods fail to detect metamorphic malware. For this reason, recent studies on the detection and classification of malicious software address ...
    • Incrementing Adversarial Robustness with Autoencoding for Machine Learning Model Attacks 

      Catak, Ferhat Özgur; Sivaslioglu, Samed; Gul, Ensar (Chapter, 2019)
      Nowadays, machine learning is being used widely. There have also been attacks towards machine learning process. In this study, robustness against machine learning model attacks which cause many results such as misclassification, ...
    • Preventing Data Poisoning Attacks By Using Generative Models 

      Aladag, Merve; Catak, Ferhat Özgur; Gul, Ensar (Chapter; Peer reviewed, 2019)
      At the present time, machine learning methods have been becoming popular and the usage areas of these methods have also increased with this popularity. The machine learning methods are expected to increase in the cyber ...