Security of Internet of Things (IoT) using federated learning and deep learning—Recent advancements, issues and prospects

V Gugueoth, S Safavat, S Shetty - ICT Express, 2023 - Elsevier
There is a great demand for an efficient security framework which can secure IoT systems
from potential adversarial attacks. However, it is challenging to design a suitable security …

Federated deep learning for cyber security in the internet of things: Concepts, applications, and experimental analysis

MA Ferrag, O Friha, L Maglaras, H Janicke… - IEEE Access, 2021 - ieeexplore.ieee.org
In this article, we present a comprehensive study with an experimental analysis of federated
deep learning approaches for cyber security in the Internet of Things (IoT) applications …

Machine learning for security and the internet of things: the good, the bad, and the ugly

F Liang, WG Hatcher, W Liao, W Gao, W Yu - Ieee Access, 2019 - ieeexplore.ieee.org
The advancement of the Internet of Things (IoT) has allowed for unprecedented data
collection, automation, and remote sensing and actuation, transforming autonomous …

Machine learning in IoT security: Current solutions and future challenges

F Hussain, R Hussain, SA Hassan… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
The future Internet of Things (IoT) will have a deep economical, commercial and social
impact on our lives. The participating nodes in IoT networks are usually resource …

Securing the internet of things in the age of machine learning and software-defined networking

F Restuccia, S D'oro, T Melodia - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
The Internet of Things (IoT) realizes a vision where billions of interconnected devices are
deployed just about everywhere, from inside our bodies to the most remote areas of the …

[PDF][PDF] Internet of Things (IoT) authentication and access control by hybrid deep learning method-a study

JIZ Chen, KL Lai - Journal of Soft Computing Paradigm (JSCP), 2020 - scholar.archive.org
In the history of device computing, Internet of Things (IoT) is one of the fastest growing field
that facing many security challenges. The effective efforts should have been made to …

A survey of IoT security based on a layered architecture of sensing and data analysis

H Mrabet, S Belguith, A Alhomoud, A Jemai - Sensors, 2020 - mdpi.com
The Internet of Things (IoT) is leading today's digital transformation. Relying on a
combination of technologies, protocols, and devices such as wireless sensors and newly …

A review on security challenges in internet of things (IoT)

K Shaukat, TM Alam, IA Hameed… - … on automation and …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) is the new appearing technology and produces big data
nowadays. Today, IoT is primarily a vision that dictates that everything should be …

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 …

Internet of things security research: A rehash of old ideas or new intellectual challenges?

E Fernandes, A Rahmati, K Eykholt… - IEEE Security & …, 2017 - ieeexplore.ieee.org
The Internet of Things (IoT) is a new computing paradigm that spans wearable devices,
homes, hospitals, cities, transportation, and critical infrastructure. Building security into this …