Network attack behavior is always mixed with a large number of normal communications,
which makes the attack characteristics only account for a very small fraction in the log data …

Network intrusion detection plays an important role as tools for managing and identifying
potential threats, which presents various challenges. Redundant features and difficult …

In recent years, there have been numerous cyber security issues that have caused
considerable damage to the society. The development of efficient and reliable Intrusion …

Network attacks are illegal activities on digital resources within an organizational network
with the express intention of compromising systems. A cyber attack can be directed by …

Intrusion detection system (IDS), the second security gate behind the firewall, can monitor
the network without affecting the network performance and ensure the system security from …

An intrusion detection system is a security system that aims to detect sabotage and
intrusions on networks to inform experts of the attack and abuse of the network. Different …

Network intrusion detection systems play an important role in protecting the network from
attacks. However, Existing network intrusion data is imbalanced, which makes it difficult to …

The rise in computer networks and internet attacks has become alarming for most service
providers. It has triggered the need for the development and implementation of intrusion …

High-speed networks are becoming common nowadays. Naturally, a challenge that arises is
that the intrusion detection system (IDS) should timely detect attacks in huge volumes of …

Due to the insidious characteristics of network intrusion behaviors, developing an efficient
intrusion detection system is still a big challenge, especially in the era of big data where the …