[HTML][HTML] IoT anomaly detection methods and applications: A survey

A Chatterjee, BS Ahmed - Internet of Things, 2022 - Elsevier
IoT anomaly detection has a wide range of applications … as network security), and others
that have the potential for growth. The literature on the subject of anomaly detection in the IoT is …

[PDF][PDF] Attack and anomaly detection in iot networks using machine learning techniques: A review

SH Haji, SY Ameen - Asian J. Res. Comput. Sci, 2021 - researchgate.net
… and networks. In this paper, various ML algorithms have been compared in terms of attack
detection and anomaly detection, … methods and the significance of IoT security in the context of …

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
… of anomaly detection in the IoT system (Section 2); then, we identify the challenges of applying
anomaly detection to an IoT … learning techniques for detecting anomalies in the system (…

Machine learning based anomaly detection for IoT network:(Anomaly detection in IoT network)

NK Sahu, I Mukherjee - 2020 4th International Conference on …, 2020 - ieeexplore.ieee.org
anomaly detection in the Internet of Things (IoT) domain. There is an exponential increase
in the use of IoT … and anomaly that can affect the IoT system which can lead to failure of the …

[HTML][HTML] Attack and anomaly detection in IoT sensors in IoT sites using machine learning approaches

M Hasan, MM Islam, MII Zarif, MMA Hashem - Internet of Things, 2019 - Elsevier
… the detection of anomalies in healthcare analytics based on IoT. A model of cardiac anomaly
detection … For the anomaly detection in healthcare; IoT sensors, medical image analysis, …

A framework for anomaly detection and classification in Multiple IoT scenarios

F Cauteruccio, L Cinelli, E Corradini… - Future Generation …, 2021 - Elsevier
IoT and Multiple IoT scenarios are thus more and more studied. This paper represents a first
attempt to investigate anomalies in a Multiple IoT … Then, in the context of anomaly detection

Anomaly detection for IoT time-series data: A survey

AA Cook, G Mısırlı, Z Fan - IEEE Internet of Things Journal, 2019 - ieeexplore.ieee.org
anomalies which may be encountered in an IoT system. The potential uses of anomaly
detection in a variety of IoT … complicate the process of anomaly detection. Section V investigates …

Anomaly detection in IoT networks: From architectures to machine learning transparency

A Huč, D Trček - IEEE Access, 2021 - ieeexplore.ieee.org
… Summing up, this paper presents a new approach to anomalies detection in IoT networks
as follows: • First, the general architecture reflects the networking reference models principles, …

Distributed anomaly detection using autoencoder neural networks in WSN for IoT

T Luo, SG Nagarajan - 2018 ieee international conference on …, 2018 - ieeexplore.ieee.org
… introduce autoencoder neural networks into WSN to solve the anomaly detection problem. …
sensors and the IoT cloud respectively, such that (i) anomalies can be detected at sensors in …

[HTML][HTML] Network anomaly detection methods in IoT environments via deep learning: A Fair comparison of performance and robustness

G Bovenzi, G Aceto, D Ciuonzo, A Montieri… - Computers & …, 2023 - Elsevier
IoT systems at the network level (Network Intrusion Detection Systems, NIDSs). These in turn
are challenged by the heterogeneity of IoT … unsupervised early anomaly detection. With a …