Survey of intrusion detection systems: techniques, datasets and challenges

A Khraisat, I Gondal, P Vamplew, J Kamruzzaman - Cybersecurity, 2019 - Springer
Cyber-attacks are becoming more sophisticated and thereby presenting increasing
challenges in accurately detecting intrusions. Failure to prevent the intrusions could degrade …

[PDF][PDF] Neural networks vs. decision trees for intrusion detection

Y Bouzida, F Cuppens - IEEE/IST workshop on monitoring …, 2006 - yacine.bouzida.free.fr
Signature based intrusion detection systems cannot detect new attacks. These systems are
the most used and developed ones. Current anomaly based intrusion detection systems are …

A machine learning framework for network anomaly detection using SVM and GA

T Shon, Y Kim, C Lee, J Moon - Proceedings from the sixth …, 2005 - ieeexplore.ieee.org
In today's world of computer security, Internet attacks such as Dos/DDos, worms, and
spyware continue to evolve as detection techniques improve. It is not easy, however, to …

[HTML][HTML] Ensuring network security with a robust intrusion detection system using ensemble-based machine learning

MA Hossain, MS Islam - Array, 2023 - Elsevier
Intrusion detection is a critical aspect of network security to protect computer systems from
unauthorized access and attacks. The capacity of traditional intrusion detection systems …

[PDF][PDF] Performance of machine learning techniques in anomaly detection with basic feature selection strategy-a network intrusion detection system

MB Pranto, MHA Ratul, MM Rahman, IJ Diya, ZB Zahir - J. Adv. Inf. Technol, 2022 - jait.us
With the proliferation of internet users around the world, it is becoming imperative to make
communications safer than before. A network intrusion detection system is pivotal for …

Anomaly-based network intrusion detection: Techniques, systems and challenges

P Garcia-Teodoro, J Diaz-Verdejo… - computers & …, 2009 - Elsevier
The Internet and computer networks are exposed to an increasing number of security
threats. With new types of attacks appearing continually, developing flexible and adaptive …