As a system capable of monitoring and evaluating illegitimate network access, an intrusion detection (IDS) profoundly impacts information security research. Since machine learning techniques constitute the backbone IDS, it has been challenging to develop accurate mechanism. This study aims enhance performance IDS by using particle swarm optimization (PSO)-driven feature selection approach hybri...

The Internet of Things (IoT) is a complicated security feature in which datagrams are protected by integrity, confidentiality, and authentication services. network from external interruptions intrusions. Because IoT devices run with range heterogeneous technologies process data over time, standard solutions may not be practical. It necessary to develop intelligent procedures that can used for m...

Vehicular ad hoc networks (VANETs) are used for vehicle to (V2V) and infrastructure (V2I) communications. They a special type of mobile (MANETs) that can share useful information improve road traffic safety. In VANETs, vehicles interconnected through wireless medium, making the network susceptible various attacks, such as Denial Service (DoS), Distributed (DDoS), or even black hole attacks expl...

From a security perspective, the research of jeopardized wireless communications and its expected ultra-densified ubiquitous networks urge development robust intrusion detection system (IDS) with powerful capabilities which could not be sufficiently provided by existing conventional systems. IDSs are still insufficient against continuous renewable unknown attacks on communication networks, espe...

In this paper, a boosting-based incremental hybrid intrusion detection system is introduced. This system combines incremental misuse detection and incremental anomaly detection. We use boosting ensemble of weak classifiers to implement misuse intrusion detection system. It can identify new classes types of intrusions that do not exist in the training dataset for incremental misuse detection. As...

Information security and Intrusion Detection System (IDS) plays a critical role in the Internet. IDS is an essential tool for detecting different kinds of attacks in a network and maintaining data integrity, confidentiality and system availability against possible threats. In this paper, a hybrid approach towards achieving high performance is proposed. In fact, the important goal of this paper ...