PCA-based multivariate statistical network monitoring for anomaly detection

J Camacho, A Pérez-Villegas, P García-Teodoro… - Computers & …, 2016 - Elsevier
The multivariate approach based on Principal Component Analysis (PCA) for anomaly
detection received a lot of attention from the networking community one decade ago, mainly …

An overview of machine learning approaches in wireless mesh networks

S Karunaratne, H Gacanin - IEEE Communications Magazine, 2019 - ieeexplore.ieee.org
Wireless mesh networks (WMNs) have been extensively studied for nearly two decades as
one of the most promising candidates expected to power the high-bandwidth, high-coverage …

[HTML][HTML] Anomaly detection for fault detection in wireless community networks using machine learning

L Cerdà-Alabern, G Iuhasz, G Gemmi - Computer Communications, 2023 - Elsevier
Abstract Machine learning has received increasing attention in computer science in recent
years and many types of methods have been proposed. In computer networks, little attention …

Detecting faulty and malicious vehicles using rule-based communications data mining

J Rezgui, S Cherkaoui - 2011 IEEE 36th Conference on Local …, 2011 - ieeexplore.ieee.org
The reliability of most safety applications that are based on vehicular communications,
depends in turn on the reliability of data received by each vehicle from its neighbors …

An improved parallel network traffic anomaly detection method based on bagging and GRU

X Tao, Y Peng, F Zhao, SF Wang, Z Liu - International Conference on …, 2020 - Springer
In the current large-scale and complex network environment, the types of networks are
gradually diversified and the scale is constantly expanding. The network traffic has …

Detection of network anomalies using Improved-MSPCA with sketches

Z Chen, CK Yeo, BS Lee, CT Lau - Computers & Security, 2017 - Elsevier
Internet has become a battle ground between defenders and attackers. The important and
first step for a defender of the network is to detect “indicators” of attack. One of the indicators …

Design and implementation of MobiSEC: A complete security architecture for wireless mesh networks

F Martignon, S Paris, A Capone - Computer Networks, 2009 - Elsevier
Wireless mesh networks (WMNs) have emerged recently as a technology for next-
generation wireless networking. They consist of mesh routers and clients, where mesh …

Adaptive link-state routing and intrusion detection in wireless mesh networks

S Misra, PV Krishna, KI Abraham - IET information security, 2010 - IET
Security in wireless mesh networks (WMNs) has always been a major concern ever since
the existence of these networks. The open medium and the lack of physical security make …

Real-time detection of traffic anomalies in wireless mesh networks

ZR Zaidi, S Hakami, B Landfeldt, T Moors - Wireless Networks, 2010 - Springer
Anomaly detection is emerging as a necessary component as wireless networks gain
popularity. Anomaly detection has been addressed broadly in wired networks and powerful …

Temporal-spectral data mining in anomaly detection for spectrum monitoring

S Yin, S Li, J Yin - 2009 5th International Conference on …, 2009 - ieeexplore.ieee.org
As the wireless services developed rapidly in the recent years, a diversity of wireless
services emerge such that radio environment becomes more and more complicated. Radio …