Passban IDS: An intelligent anomaly-based intrusion detection system for IoT edge devices

M Eskandari, ZH Janjua, M Vecchio… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Cyber-threat protection is today's one of the most challenging research branches of
information technology, while the exponentially increasing number of tiny, connected …

A Host‐Based Anomaly Detection Framework Using XGBoost and LSTM for IoT Devices

X Wang, X Lu - Wireless Communications and Mobile …, 2020 - Wiley Online Library
The Internet of Things (IoT) is rapidly spreading in various application scenarios through its
salient features in ubiquitous device connections, ranging from agriculture and industry to …

Adriot: An edge-assisted anomaly detection framework against iot-based network attacks

R Li, Q Li, J Zhou, Y Jiang - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Internet of Things (IoT) has entered a stage of rapid development and increasing
deployment. Meanwhile, these low-power devices typically cannot support complex security …

HADES-IoT: A practical host-based anomaly detection system for IoT devices

D Breitenbacher, I Homoliak, YL Aung… - Proceedings of the …, 2019 - dl.acm.org
Internet of Things (IoT) devices have become ubiquitous and spread across many
application domains including the industry, transportation, healthcare, and households …

[HTML][HTML] A comprehensive study of anomaly detection schemes in IoT networks using machine learning algorithms

A Diro, N Chilamkurti, VD Nguyen, W Heyne - Sensors, 2021 - mdpi.com
The Internet of Things (IoT) consists of a massive number of smart devices capable of data
collection, storage, processing, and communication. The adoption of the IoT has brought …

[HTML][HTML] Towards deep-learning-driven intrusion detection for the internet of things

G Thamilarasu, S Chawla - Sensors, 2019 - mdpi.com
Cyber-attacks on the Internet of Things (IoT) are growing at an alarming rate as devices,
applications, and communication networks are becoming increasingly connected and …

Pulse: an adaptive intrusion detection for the internet of things

E Anthi, L Williams, P Burnap - 2018 - IET
The number of diverse interconnected Internet of Things (IoT) devices keeps increasing
exponentially, introducing new security and privacy challenges. These devices tend to …

[HTML][HTML] Anomaly-based intrusion detection systems in iot using deep learning: A systematic literature review

MA Alsoufi, S Razak, MM Siraj, I Nafea, FA Ghaleb… - Applied sciences, 2021 - mdpi.com
The Internet of Things (IoT) concept has emerged to improve people's lives by providing a
wide range of smart and connected devices and applications in several domains, such as …

A supervised intrusion detection system for smart home IoT devices

E Anthi, L Williams, M Słowińska… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
The proliferation in Internet of Things (IoT) devices, which routinely collect sensitive
information, is demonstrated by their prominence in our daily lives. Although such devices …

MidSiot: A multistage intrusion detection system for internet of things

N Dat-Thinh, H Xuan-Ninh… - … and Mobile Computing, 2022 - Wiley Online Library
Internet of Things (IoT) has been thriving in recent years, playing an important role in a
multitude of various domains, including industry 4.0, smart transportation, home automation …