Online Network DoS/DDoS Detection: Sampling, Change Point Detection, and Machine Learning Methods

E Owusu, M Rahouti… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Denial of Service (DoS) and Distributed Denial of Service (DDoS) attacks continue to pose
significant threats to networked systems, causing disruptions that can lead to substantial …

An evaluation of change point detection algorithms

GJJ Van den Burg, CKI Williams - arXiv preprint arXiv:2003.06222, 2020 - arxiv.org
Change point detection is an important part of time series analysis, as the presence of a
change point indicates an abrupt and significant change in the data generating process …

Time series change point detection with self-supervised contrastive predictive coding

S Deldari, DV Smith, H Xue, FD Salim - Proceedings of the Web …, 2021 - dl.acm.org
Change Point Detection (CPD) methods identify the times associated with changes in the
trends and properties of time series data in order to describe the underlying behaviour of the …

DDoS attack detection in SDN: optimized deep convolutional neural network with optimal feature set

S Singh, SKV Jayakumar - Wireless Personal Communications, 2022 - Springer
This framework attempts to introduce a new Distributed denial-of-service (DDoS) attack
detection and mitigation model. It is comprised of two stages, namely DDoS attack detection …

A deep learning approach to detection and mitigation of distributed denial of service attacks in high availability intelligent transport systems

N Mahajan, A Chauhan, H Kumar, S Kaushal… - Mobile Networks and …, 2022 - Springer
In the era of Internet of Things (IoT) powered by 5G technologies, Automobile Industry is
headed towards a revolution. In Intelligent Transport Systems (ITS), vehicles act as …

A novel SIP based distributed reflection denial-of-service attack and an effective defense mechanism

IM Tas, BG Unsalver, S Baktir - IEEE access, 2020 - ieeexplore.ieee.org
We introduce a novel SIP based attack, named as the SR-DRDoS attack, that exploits some
less known SIP features by using the IP-spoofing technique, the reflection based attack logic …

Countering ddos attacks in sip based voip networks using recurrent neural networks

W Nazih, Y Hifny, WS Elkilani, H Dhahri, T Abdelkader - Sensors, 2020 - mdpi.com
Many companies have transformed their telephone systems into Voice over IP (VoIP)
systems. Although implementation is simple, VoIP is vulnerable to different types of attacks …

Mospat: Automl based model selection and parameter tuning for time series anomaly detection

S Chatterjee, R Bopardikar, M Guerard… - arXiv preprint arXiv …, 2022 - arxiv.org
Organizations leverage anomaly and changepoint detection algorithms to detect changes in
user behavior or service availability and performance. Many off-the-shelf detection …

Survey of countering DoS/DDoS attacks on SIP based VoIP networks

W Nazih, WS Elkilani, H Dhahri, T Abdelkader - Electronics, 2020 - mdpi.com
Voice over IP (VoIP) services hold promise because of their offered features and low cost.
Most VoIP networks depend on the Session Initiation Protocol (SIP) to handle signaling …

A novel approach for efficient mitigation against the SIP-based DRDoS attack

IM Tas, S Baktir - Applied Sciences, 2023 - mdpi.com
Voice over Internet Protocol (VoIP) and its underlying Session Initiation Protocol (SIP) are
widely deployed technologies since they provide an efficient and fast means of both voice …