BGP anomaly detection techniques: A survey

B Al-Musawi, P Branch… - … Communications Surveys & …, 2016 - ieeexplore.ieee.org
… of BGP updates based on historical BGP data, and reachability checks. Figure 14 shows our
taxonomy of BGP anomaly detection in term of approaches, BGP data sources and features. …

Learning-based anomaly detection in BGP updates

J Zhang, J Rexford, J Feigenbaum - Proceedings of the 2005 ACM …, 2005 - dl.acm.org
… helps to learn the positions in our representation space that correspond to anomalies in
BGP updates. These positions can be used later in identifying anomalies in future BGP up- …

An anomaly detection framework for BGP

IO de Urbina Cazenave, E Köşlük… - … on Innovations in …, 2011 - ieeexplore.ieee.org
… Along with these updates, RRCs also take and store snapshots of their routing tables three
times a day. This work is based on the BGP updatesBGP Anomaly Detection Systems …

Bgp dataset generation and feature extraction for anomaly detection

P Fonseca, ES Mota, R Bennesby… - 2019 IEEE Symposium …, 2019 - ieeexplore.ieee.org
anomaly detection techniques, as well as novel distribution features that allow the observation
of BGP … Large-scale anomalous behavior refers to a set of BGP updates that represent a …

On detection of anomalous routing dynamics in BGP

K Zhang, A Yen, X Zhao, D Massey, SF Wu… - … , Services, and Protocols; …, 2004 - Springer
… We apply the anomaly detection on the BGP updates and find that the warnings have
been flagged for some prefixes from DoD, Korean and China, while the prefixes for popular …

A comparative analysis of BGP anomaly detection and robustness algorithms

K Sriram, O Borchert, O Kim… - 2009 Cybersecurity …, 2009 - ieeexplore.ieee.org
… Prefix hijack attacks in which a BGP update with false origin information is propagated
has been the subject of multiple recent studies. These attacks need to be detected early and …

Detecting BGP route anomalies with deep learning

K McGlynn, HB Acharya, M Kwon - IEEE INFOCOM 2019-IEEE …, 2019 - ieeexplore.ieee.org
… Might it be possible to capture such intuition in a learning-based anomaly detection … report
the BGP update as likely-anomalous. Our detector shows promising early results in identifying …

Application of machine learning in BGP anomaly detection

X Dai, N Wang, W Wang - Journal of Physics: Conference Series, 2019 - iopscience.iop.org
detection of BGP update messages explosion anomalies. At present, BGP anomaly detection
… recognition, validation of BGP updates based on historical BGP data, reachability check, …

Modelling BGP Updates for Anomaly Detection using Machine Learning

D Robertson - Wellington Faculty of Engineering Symposium, 2023 - ojs.victoria.ac.nz
… need a way to identify these anomalies in order to mitigate damaging … detect anomalous
BGP updates in real-time, allowing network teams to minimise the effect of such anomalies

Performance evaluation of BGP anomaly classifiers

M Ćosović, S Obradović… - 2015 Third International …, 2015 - ieeexplore.ieee.org
… in BGP update messages, is stored in the Routing Information Base (RIB). Recent BGP anomaly
detection … machine learning algorithms for detecting Internet anomalies using RIB. Naive …