Machine learning in IoT security: Current solutions and future challenges

F Hussain, R Hussain, SA Hassan… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
… of ML and DL in security and IoT networks. Although, there is a rich literature available on
ML- and DL-based techniques in IoT networks, but we focus only on the security aspects of IoT

Using machine learning to secure IoT systems

J Canedo, A Skjellum - … on privacy, security and trust (PST), 2016 - ieeexplore.ieee.org
… To accomplish this, we propose the use of machine learning to detect anomalies in an IoT
system. By using neural networks, we were able to train the network to detect invalid data …

A review of machine learning and IoT in smart transportation

F Zantalis, G Koulouras, S Karabetsos, D Kandris - Future Internet, 2019 - mdpi.com
… The communication of the SSL and the management system is based on the NB-IoT
network. The management system is based on Fog nodes, that collect data from a collection of …

Machine learning for resource management in cellular and IoT networks: Potentials, current solutions, and open challenges

F Hussain, SA Hassan, R Hussain… - … surveys & tutorials, 2020 - ieeexplore.ieee.org
… and IoT networks. We start with the challenges of resource management in … IoT and low-power
IoT networks, review the traditional resource management mechanisms for IoT networks, …

Machine learning for IoT systems

A Khattab, N Youssry - Internet of Things (IoT) Concepts and Applications, 2020 - Springer
… that exploit machine learning in IoT systems. We classify such machine learning-based IoT
… WSNs joins the IoT networking paradigm when the sensor nodes dynamically connect to …

A machine learning security framework for iot systems

M Bagaa, T Taleb, JB Bernabe, A Skarmeta - IEEE Access, 2020 - ieeexplore.ieee.org
… This paper presents a novel machine learning (ML) based … to IoT domain. This framework
leverages both Software Defined … machine learning models based on network patterns and IoT

[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
… literature review on Machine Learning-based IoT security, including IoTMachine Learning
algorithms for IoT security, from which anyone can obtain a general overview of various IoT

An experimental analysis of attack classification using machine learning in IoT networks

A Churcher, R Ullah, J Ahmad, S Ur Rehman… - Sensors, 2021 - mdpi.com
… As the number of attacks possible on a network increases, it becomes more difficult for …
machine learning (ML) methods such as k-nearest neighbour (KNN), support vector machine (…

Detection of unauthorized IoT devices using machine learning techniques

Y Meidan, M Bohadana, A Shabtai, M Ochoa… - arXiv preprint arXiv …, 2017 - arxiv.org
machine learning algorithm, was applied to features extracted from network traffic data with
the aim of accurately identifying IoT … labeled network traffic data from 17 distinct IoT devices, …

How machine learning changes the nature of cyberattacks on IoT networks: A survey

E Bout, V Loscri, A Gallais - IEEE Communications Surveys & …, 2021 - ieeexplore.ieee.org
… on IoT security, Machine Learning in IoT and ML-based security solutions on IoT networks
and … Moreover, we add a new classification of attacks based on machine learning algorithms …