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 …

HADES-IoT: A practical and effective host-based anomaly detection system for IoT devices (extended version)

D Breitenbacher, I Homoliak, YL Aung… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Internet of Things (IoT) devices have become ubiquitous, with applications in many domains,
including industry, transportation, and healthcare; these devices also have many household …

E-spion: A system-level intrusion detection system for iot devices

A Mudgerikar, P Sharma, E Bertino - Proceedings of the 2019 ACM Asia …, 2019 - dl.acm.org
As the Internet of Things (IoT) grows at a rapid pace, there is a need for an effective and
efficient form of security tailored for IoT devices. In this paper, we introduce E-Spion, an …

[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 …

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 …

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 …

Edge-based intrusion detection for IoT devices

A Mudgerikar, P Sharma, E Bertino - ACM Transactions on Management …, 2020 - dl.acm.org
As the Internet of Things (IoT) is estimated to grow to 25 billion by 2021, there is a need for
an effective and efficient Intrusion Detection System (IDS) for IoT devices. Traditional …

Fast, lightweight IoT anomaly detection using feature pruning and PCA

J Carter, S Mancoridis, E Galinkin - Proceedings of the 37th ACM …, 2022 - dl.acm.org
Anomaly detection is a method for identifying malware and other anomalies such as memory
leaks on computing hosts and, more recently, Internet of Things (IoT) devices. Due to its …

IoT threat detection advances, challenges and future directions

NM Karie, NM Sahri… - 2020 workshop on …, 2020 - ieeexplore.ieee.org
It is predicted that, the number of connected Internet of Things (IoT) devices will rise to 38.6
billion by 2025 and an estimated 50 billion by 2030. The increased deployment of IoT …