A comprehensive survey on internet outages

G Aceto, A Botta, P Marchetta, V Persico… - Journal of Network and …, 2018 - Elsevier
Internet outages are inevitable, frequent, opaque, and expensive. To make things worse,
they are poorly understood, while a deep understanding of them is essential for …

Sensitivity of PCA for traffic anomaly detection

H Ringberg, A Soule, J Rexford, C Diot - Proceedings of the 2007 ACM …, 2007 - dl.acm.org
Detecting anomalous traffic is a crucial part of managing IP networks. In recent years,
network-wide anomaly detection based on Principal Component Analysis (PCA) has …

Spatio-temporal compressive sensing and internet traffic matrices

Y Zhang, M Roughan, W Willinger, L Qiu - Proceedings of the ACM …, 2009 - dl.acm.org
Many basic network engineering tasks (eg, traffic engineering, capacity planning, anomaly
detection) rely heavily on the availability and accuracy of traffic matrices. However, in …

Spatio-temporal compressive sensing and internet traffic matrices (extended version)

M Roughan, Y Zhang, W Willinger… - IEEE/ACM Transactions …, 2011 - ieeexplore.ieee.org
Despite advances in measurement technology, it is still challenging to reliably compile large-
scale network datasets. For example, because of flaws in the measurement systems or …

Recover corrupted data in sensor networks: A matrix completion solution

K Xie, X Ning, X Wang, D Xie, J Cao… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Affected by hardware and wireless conditions in WSNs, raw sensory data usually have
notable data loss and corruption. Existing studies mainly consider the interpolation of …

A machine learning approach to TCP throughput prediction

M Mirza, J Sommers, P Barford, X Zhu - ACM SIGMETRICS Performance …, 2007 - dl.acm.org
TCP throughput prediction is an important capability in wide area overlay and multi-homed
networks where multiple paths may exist between data sources and receivers. In this paper …

An online mechanism for BGP instability detection and analysis

S Deshpande, M Thottan, TK Ho… - IEEE transactions on …, 2009 - ieeexplore.ieee.org
The importance of border gateway protocol (BGP) as the primary interautonomous system
(AS) routing protocol that maintains the connectivity of the Internet imposes stringent stability …

Learning-based anomaly detection in BGP updates

J Zhang, J Rexford, J Feigenbaum - Proceedings of the 2005 ACM …, 2005 - dl.acm.org
Detecting anomalous BGP-route advertisements is crucial for improving the security and
robustness of the Internet's interdomain-routing system. In this paper, we propose an …

Challenges in using ML for networking research: How to label if you must

Y Lavinia, R Durairajan, R Rejaie… - … on Network Meets AI & ML, 2020 - dl.acm.org
Leveraging innovations in Machine Learning (ML) research is of great current interest to
researchers across the sciences, including networking research. However, using ML for …

BGP eye: a new visualization tool for real-time detection and analysis of BGP anomalies

ST Teoh, S Ranjan, A Nucci, CN Chuah - Proceedings of the 3rd …, 2006 - dl.acm.org
Owing to the inter-domain aspects of BGP routing, it is difficult to correlate information across
multiple domains in order to analyze the root cause of the routing outages. We present BGP …