Publications
4 publications · Sorted by recency
Nicholas Costagliola, Goktug Ekinci, Nathaniel D. Bastian, Lance Fiondella, Gokhan Kul
Network intrusion detection systems (NIDS) are essential in defending online assets from bad actors. Machine learning (ML) has proven to be an effective tool due to its ability to accurately detect complex patterns in network data. Maintaining high model performance, however, is…
Goktug Ekinci, Alexander Broggi, Lance Fiondella, Nathaniel D. Bastian, Gokhan Kul
Network Intrusion Detection Systems (NIDS) are essential for identifying and mitigating cyber threats in dynamic network environments. However, maintaining high performance over time is challenging due to factors such as initial model limitations, data poisoning attacks, and the…
Yigit Sever, Goktug Ekinci, Adnan Harun Dogan, Bugra Alparslan, Abdurrahman Said Gurbuz, Vahab Jabrayilov, Pelin Angin
Microservices architecture has been praised as a lightweight, modular and robust alternative to monolithic software in recent years with software containerization bringing parallel ideas to the table against bare metal and even virtual machine based software deployment solutions.…
Goktug Ekinci, Ege Kardes, Hazal Guvenkaya, Pinar Karagoz
The electrocardiogram (ECG) signals are basically the combination of sequential electrical impulses generated by tissues in the heart. In the last decades, by using ECG signals, various studies such as heart beat classification, arrhythmia analysis, anomaly detection, and diagnos…