Line-speed and scalable intrusion detection at the network edge via federated learning

Q Qin, K Poularakis, KK Leung… - 2020 IFIP networking …, 2020 - ieeexplore.ieee.org
… [13] demonstrates that BNN can achieve much faster speed and cost less memory while …
In this paper, we explore methods for effective intrusion detection at the network edge by …

Fast and scalable pattern matching for network intrusion detection systems

S Dharmapurikar, JW Lockwood - IEEE Journal on Selected …, 2006 - ieeexplore.ieee.org
… -accelerated algorithms are required for line-speed packet processing. … , to detect strings,
we perform a LPM over a byte window (line 3), and then advance this window by a byte (line 4). …

[PDF][PDF] An overview of flow-based and packet-based intrusion detection performance in high speed networks

H Alaidaros, M Mahmuddin, A Al Mazari - Proceedings of the …, 2011 - academia.edu
… This is very difficult particularly for today’s high speed networks with line speed of 10 Gbps
and beyond [14]. As a result, when packets are not analyzed on time, NIDSs start to drop …

Network intrusion detection systems in high-speed traffic in computer networks

W Bulajoul, A James, M Pannu - 2013 IEEE 10th International …, 2013 - ieeexplore.ieee.org
… as its inability to process multiple packets at high speeds and its propensity to drop packets
… in high-speed and heavy traffic and its propensity to drop more packets as the speed and …

Stateful intrusion detection for high-speed network's

C Kruegel, F Valeur, G Vigna… - Proceedings 2002 IEEE …, 2002 - ieeexplore.ieee.org
… published that deal with the problem of intrusion detection on high-speed links. Sekar et al.
[10] … intrusion detection at 500 Mbps is based on the processing of off-line traffic log files. This …

Granidt: Towards gigabit rate network intrusion detection technology

M Gokhale, D Dubois, A Dubois, M Boorman… - … Logic and Applications …, 2002 - Springer
… However, all of these approaches share the need to scan and process packets at line
speed. If a packet is dropped, the fidelity of downstream processing is reduced, and network …

Algorithms to speedup pattern matching for network intrusion detection systems

K Zheng, Z Cai, X Zhang, Z Wang, B Yang - Computer Communications, 2015 - Elsevier
… a far cry from the rocketing network line speed. In a nutshell, such a … speed intrusion detection
systems. Some of these approaches are claimed to be able to support 10Gbps wire speed

An overview of IP flow-based intrusion detection

A Sperotto, G Schaffrath, R Sadre… - … surveys & tutorials, 2010 - ieeexplore.ieee.org
… Nowadays an access speed of 1… Intrusion Detection Systems should be able to handle the
growing number of attacks, the growth in Internet traffic as well as the increase in line speed. …

Real time intrusion detection system for ultra-high-speed big data environments

MM Rathore, A Ahmad, A Paul - The Journal of Supercomputing, 2016 - Springer
… zeta byte to petabytes with a very high speed. On the other hand, we … detecting intrusion in
such ultra-high-speed environment in real time is a challenging task. Many intrusion detection

Capacity verification for high speed network intrusion detection systems

M Hall, K Wiley - … Workshop on Recent Advances in Intrusion Detection, 2002 - Springer
… Network Intrusion Detection Systems (NIDS). The NIDS industry is maturing along the same
lines … Instead, the metrics and methodology used to properly verify the capacity of high speed