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 …

[HTML][HTML] Security of federated learning with IoT systems: Issues, limitations, challenges, and solutions

JPA Yaacoub, HN Noura, O Salman - Internet of Things and Cyber-Physical …, 2023 - Elsevier
Abstract Federated Learning (FL, or Collaborative Learning (CL)) has surely gained a
reputation for not only building Machine Learning (ML) models that rely on distributed …

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 …

[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 …

Security in Internet of Things: A review

NA Khan, A Awang, SAA Karim - IEEE access, 2022 - ieeexplore.ieee.org
Internet of Things (IoT) is the paramount virtual network that enables remote users to access
connected multimedia devices. It has dragged the attention of the community because it …

[HTML][HTML] Challenges in internet of things towards the security using deep learning techniques

KC Ravikumar, P Chiranjeevi, NM Devarajan… - Measurement …, 2022 - Elsevier
Securing IoT devices and delivering end-to-end security in an IoT ecosystem presents a
variety of issues. Regardless of the way that security concerns are not new with regards to …

Deep learning and big data technologies for IoT security

MA Amanullah, RAA Habeeb, FH Nasaruddin… - Computer …, 2020 - Elsevier
Technology has become inevitable in human life, especially the growth of Internet of Things
(IoT), which enables communication and interaction with various devices. However, IoT has …

[Retracted] Federated Deep Learning Approaches for the Privacy and Security of IoT Systems

MB Alazzam, F Alassery… - … and Mobile Computing, 2022 - Wiley Online Library
Using federated learning, which is a distributed machine learning approach, a machine
learning model can train on a distributed data set without having to transfer any data …

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 …