Anomaly detection on iot network intrusion using machine learning

Z Liu, N Thapa, A Shaver, K Roy, X Yuan… - … intelligence, big data …, 2020 - ieeexplore.ieee.org
Enhancing the security of IoT networks is trending as one of the most crucial issues the
information technology community faces. With large scales of IoT devices being developed …

Anomaly-based intrusion detection system for IoT networks through deep learning model

T Saba, A Rehman, T Sadad, H Kolivand… - Computers and Electrical …, 2022 - Elsevier
Abstract The Internet of Things (IoT) idea has been developed to enhance people's lives by
delivering a diverse range of smart interconnected devices and applications in several …

An anomaly mitigation framework for iot using fog computing

MA Lawal, RA Shaikh, SR Hassan - Electronics, 2020 - mdpi.com
The advancement in IoT has prompted its application in areas such as smart homes, smart
cities, etc., and this has aided its exponential growth. However, alongside this development …

Anomaly-based intrusion detection system for IoT application

M Bhavsar, K Roy, J Kelly, O Olusola - Discover Internet of things, 2023 - Springer
Abstract Internet-of-Things (IoT) connects various physical objects through the Internet and it
has a wide application, such as in transportation, military, healthcare, agriculture, and many …

SDN-enabled IoT anomaly detection using ensemble learning

E Tsogbaatar, MH Bhuyan, Y Taenaka, D Fall… - … and Innovations: 16th …, 2020 - Springer
Abstract Internet of Things (IoT) devices are inherently vulnerable due to insecure design,
implementation, and configuration. Aggressive behavior change, due to increased attacker's …

ADEPT: Detection and identification of correlated attack stages in IoT networks

KLK Sudheera, DM Divakaran… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
The fast-growing Internet-of-Things (IoT) market has opened up a large threat landscape,
given the wide deployment of IoT devices in both consumer and commercial spaces. Attacks …

Anomaly behavior analysis for IoT network nodes

J Pacheco, V Benitez, L Félix - … of the 3rd International Conference on …, 2019 - dl.acm.org
The Internet of Things (IoT) will connect not only computers and mobile devices, but it will
also interconnect smart buildings, homes, and cities. The integration of IoT with Fog and …

HADS: Hybrid anomaly detection system for IoT environments

P Bhatt, A Morais - 2018 international conference on internet of …, 2018 - ieeexplore.ieee.org
IoT (Internet of Things) devices are rapidly becoming popular in residential environments,
but security is still a big concern in this ecosystem. The fast growth of IoT devices in homes …

Practical intrusion detection of emerging threats

R Mills, AK Marnerides, M Broadbent… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT), in combination with advancements in Big Data, communications
and networked systems, offers a positive impact across a range of sectors including health …

Design and implementation of a hybrid anomaly detection system for IoT

A Ayad, A Zamani, A Schmeink… - 2019 Sixth International …, 2019 - ieeexplore.ieee.org
In recent years, the dramatic increase in the number of devices has empowered the Internet
of Things (IoT). Unfortunately though, IoT networks are susceptible to cyberattacks, due to …