A survey of smart home iot device classification using machine learning-based network traffic analysis

H Jmila, G Blanc, MR Shahid, M Lazrag - IEEE Access, 2022 - ieeexplore.ieee.org
Smart home IoT devices lack proper security, raising safety and privacy concerns. One-size-
fits-all network administration is ineffective because of the diverse QoS requirements of IoT …

Transformer-based device-type identification in heterogeneous IoT traffic

Y Luo, X Chen, N Ge, W Feng… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Due to the heterogeneity of Internet of Things (IoT) devices and the diversity of IoT
communication protocols, it is challenging to model the communication behaviors of IoT …

A novel distributed stack ensembled meta-learning-based optimized classification framework for real-time prolific IoT traffic streams

M Snehi, A Bhandari - Arabian Journal for Science and Engineering, 2022 - Springer
The concurrence of state-of-the-art Industrial 5G, Cyber-Physical Systems, Smart-Systems,
Industrial Internet of Things, and Additive Manufacturing paves the next-level digital …

A holistic IoT device classification approach through spatial & temporal behaviors modelling

Y Aun, YM Khaw, ML Gan - Telecommunication Systems, 2022 - Springer
Traffic management is becoming increasingly complex due to the increasing diversity of IoT
platforms and protocols supported by heterogeneous devices. Recently, device …

Deep learning based device classification method for safeguarding internet of things

Y Luo, X Chen, N Ge, J Lu - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
With the rapid development of 5G networks, a great amount of Internet of Things (IoT)
devices are connected to the Internet. Most of these devices are cost limited and thus are …

Similarity-based clustering for IoT device classification

G Dupont, C Leite, DR dos Santos… - … Conference on Omni …, 2021 - ieeexplore.ieee.org
Classifying devices connected to an enterprise network is a fundamental security control that
is nevertheless challenging due to the limitations of fingerprint-based classification and …

Identification of device type using transformers in heterogeneous internet of things traffic

H Sharma, P Kumar, K Sharma - International Conference On Innovative …, 2023 - Springer
Abstract Internet of Things (IoT), which connects a large number of intelligent devices and
smart sensors, has made it easier for individuals to maintain and improve their lives …

[PDF][PDF] IoT device identification through network traffic analysis

KR Kumar, C Hemanth, CA Kumar… - Int. Res. J. Modern …, 2020 - academia.edu
In this digital era, everything is being automated. Here comes the necessity for internet
connected things, where IOT comes into picture. A part from IOT, we also need autonomous …

Empirical investigation of iot traffic in smart environments: characteristics, research gaps and recommendations

M Sneh, A Bhandari - … on System Modeling & Advancement in …, 2021 - ieeexplore.ieee.org
Adopting the Internet of Things (IoT) in multi-functional domains has led to management,
operational, and security challenges. As a foundation stone, researchers have invested …

Fine-grained IoT device identification method based on self-supervised ViT

K Peng, T Lu, S Mei, N Xue, Y Shen… - 2023 IEEE Intl Conf on …, 2023 - ieeexplore.ieee.org
The proliferation of Internet of Things (IoT) technology has introduced challenges in device
management and network security due to the heterogeneous nature of IoT devices and the …