[HTML][HTML] Machine learning for wireless sensor networks security: An overview of challenges and issues

R Ahmad, R Wazirali, T Abu-Ain - Sensors, 2022 - mdpi.com
Energy and security are major challenges in a wireless sensor network, and they work
oppositely. As security complexity increases, battery drain will increase. Due to the limited …

Machine learning based solutions for security of Internet of Things (IoT): A survey

SM Tahsien, H Karimipour, P Spachos - Journal of Network and Computer …, 2020 - Elsevier
Over the last decade, IoT platforms have been developed into a global giant that grabs every
aspect of our daily lives by advancing human life with its unaccountable smart services …

A survey of machine and deep learning methods for internet of things (IoT) security

MA Al-Garadi, A Mohamed, AK Al-Ali… - … surveys & tutorials, 2020 - ieeexplore.ieee.org
The Internet of Things (IoT) integrates billions of smart devices that can communicate with
one another with minimal human intervention. IoT is one of the fastest developing fields in …

Machine learning-powered encrypted network traffic analysis: A comprehensive survey

M Shen, K Ye, X Liu, L Zhu, J Kang… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Traffic analysis is the process of monitoring network activities, discovering specific patterns,
and gleaning valuable information from network traffic. It can be applied in various fields …

Machine learning ddos detection for consumer internet of things devices

R Doshi, N Apthorpe, N Feamster - 2018 IEEE Security and …, 2018 - ieeexplore.ieee.org
An increasing number of Internet of Things (IoT) devices are connecting to the Internet, yet
many of these devices are fundamentally insecure, exposing the Internet to a variety of …

DÏoT: A federated self-learning anomaly detection system for IoT

TD Nguyen, S Marchal, M Miettinen… - 2019 IEEE 39th …, 2019 - ieeexplore.ieee.org
IoT devices are increasingly deployed in daily life. Many of these devices are, however,
vulnerable due to insecure design, implementation, and configuration. As a result, many …

An in-depth analysis of IoT security requirements, challenges, and their countermeasures via software-defined security

W Iqbal, H Abbas, M Daneshmand… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
Internet of Things (IoT) is transforming everyone's life by providing features, such as
controlling and monitoring of the connected smart objects. IoT applications range over a …

The rise of traffic classification in IoT networks: A survey

H Tahaei, F Afifi, A Asemi, F Zaki, NB Anuar - Journal of Network and …, 2020 - Elsevier
With the proliferation of the Internet of Things (IoT), the integration and communication of
various objects have become a prevalent practice. The huge growth of IoT devices and …

Role of machine learning and deep learning in securing 5G-driven industrial IoT applications

P Sharma, S Jain, S Gupta, V Chamola - Ad Hoc Networks, 2021 - Elsevier
Abstract The Internet of Things (IoT) connects millions of computing devices and has set a
stage for future technology where industrial use cases like smart cities and smart houses will …

Peek-a-boo: I see your smart home activities, even encrypted!

A Acar, H Fereidooni, T Abera, AK Sikder… - Proceedings of the 13th …, 2020 - dl.acm.org
A myriad of IoT devices such as bulbs, switches, speakers in a smart home environment
allow users to easily control the physical world around them and facilitate their living styles …