Network traffic flow based machine learning technique for IoT device identification

I Ullah, QH Mahmoud - 2021 IEEE international systems …, 2021 - ieeexplore.ieee.org
Security and privacy issues are being raised as smart systems are integrated into our daily
lives. New security issues have emerged with several new vendors that develop the Internet …

Network traffic characteristics of iot devices in smart homes

M Mainuddin, Z Duan, Y Dong - 2021 International Conference …, 2021 - ieeexplore.ieee.org
Understanding network traffic characteristics of IoT devices plays a critical role in improving
both the performance and security of IoT devices, including IoT device identification …

A generic machine learning approach for IoT device identification

Z Ali, F Hussain, S Ghazanfar… - … on Cyber Warfare …, 2021 - ieeexplore.ieee.org
The rapidly prevailing Internet of Things (IoT) devices in numerous sectors, may jeopardize
a vast amount of confidential data, raising threats to network security. Thereby, it is crucial to …

Network traffic analysis based iot device identification

RR Chowdhury, S Aneja, N Aneja, E Abas - … on Big Data and Internet of …, 2020 - dl.acm.org
Device identification is the process of identifying a device on Internet without using its
assigned network or other credentials. The sharp rise of usage in Internet of Things (IoT) …

Autonomous IoT device identification prototype

N Ammar, L Noirie, S Tixeuil - 2019 network traffic …, 2019 - ieeexplore.ieee.org
In this paper, we demonstrate a prototype implementation to help identifying the types of IoT
devices being connected to a home network. Our solution is based on a supervised …

An iot device identification method based on semi-supervised learning

L Fan, S Zhang, Y Wu, Z Wang, C Duan… - … on Network and …, 2020 - ieeexplore.ieee.org
With the rapid proliferation of IoT devices, device management and network security are
becoming significant challenges. Knowing how many IoT devices are in the network and …

Automated iot device identification using network traffic

A Aksoy, MH Gunes - ICC 2019-2019 IEEE international …, 2019 - ieeexplore.ieee.org
IoT devices have been gaining popularity and become integral to our daily life. These
devices are prone to be compromised as well as any computing system, but lack computing …

Iot device type identification using hybrid deep learning approach for increased iot security

J Bao, B Hamdaoui, WK Wong - 2020 international wireless …, 2020 - ieeexplore.ieee.org
IoT networks can be viewed as collections of Internet-enabled physical devices and objects,
embedded with sensor, actuator, computation, storage and communication components, that …

IoT device identification based on network communication analysis using deep learning

J Kotak, Y Elovici - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
Attack vectors for adversaries have increased in organizations because of the growing use
of less secure IoT devices. The risk of attacks on an organization's network has also …

Iot device identification using supervised machine learning

Y Wang, BP Rimal, M Elder… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Internet of Things (IoT) has been increasingly becoming mainstream and can be considered
as the next stage of the internet revolution. The increasing use of IoT-based applications …