Security and privacy in IoT using machine learning and blockchain: Threats and countermeasures

N Waheed, X He, M Ikram, M Usman… - ACM computing …, 2020 - dl.acm.org
… issues using ML algorithms and BC techniques in the IoT domain. … privacy threats reported
in the past 12 years in the IoT domain. We then classify the literature on security and privacy

Challenges of privacy-preserving machine learning in IoT

M Zheng, D Xu, L Jiang, C Gu, R Tan… - … Learning for Internet of …, 2019 - dl.acm.org
… in IoT also engender various privacy concerns. This paper provides a taxonomy of the existing
privacy-preserving machine learning … them in the context of IoT. Moreover, we present a …

Safety, security and privacy in machine learning based internet of things

G Abbas, A Mehmood, M Carsten… - Journal of Sensor and …, 2022 - mdpi.com
… of IoT systems, investigates different attacks on IoT systems, and reviews the latest research
directions to solve the safety and security of IoT systems based on machine learning … in IoT

A survey of machine learning-based solutions to protect privacy in the Internet of Things

M Amiri-Zarandi, RA Dara, E Fraser - Computers & Security, 2020 - Elsevier
… in different layers of IoT and describes their application on privacy protection strategies. In
… ML to protect privacy in IoT in each layer. The legal privacy considerations related to IoT are …

Machine and deep learning for iot security and privacy: applications, challenges, and future directions

S Bharati, P Podder - Security and communication networks, 2022 - Wiley Online Library
… protect the IoT environment effectively. In recent years, deep learning (DL)/machine learning
(… Therefore, DL/ML methods are essential to turn IoT system protection from simply enabling …

Privacy-preserving machine learning training in IoT aggregation scenarios

L Zhu, X Tang, M Shen, F Gao… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… the delicate environments of IoT. We propose a privacy-preserving ML training framework
… encryption, which enables constructing multiple privacy-preserving ML training protocols for …

A trustworthy privacy preserving framework for machine learning in industrial IoT systems

PCM Arachchige, P Bertok, I Khalil… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… that enforces privacy and trustworthiness on IIoT data by amalgamating differential privacy,
… The feasibility of PriModChain in terms of privacy, security, reliability, safety, and resilience …

PPSF: A privacy-preserving and secure framework using blockchain-based machine-learning for IoT-driven smart cities

P Kumar, R Kumar, G Srivastava… - … on Network Science …, 2021 - ieeexplore.ieee.org
… To enhance the privacy and security of IoT data, we propose PPSF and an intelligent blockchain
framework that integrates blockchain and PCA-based transformation and machine learn…

IoT security techniques based on machine learning: How do IoT devices use AI to enhance security?

L Xiao, X Wan, X Lu, Y Zhang… - IEEE Signal Processing …, 2018 - ieeexplore.ieee.org
… authentication, access control, secure offloading, and malware detection schemes to protect
data privacy are the focus of this article. We also discuss the challenges that need to be …

Work-in-progress: Cloud-based machine learning for IoT devices with better privacy

HJ Jeong, HJ Lee, SM Moon - 2017 International Conference …, 2017 - ieeexplore.ieee.org
… can improve the privacy of the user data. We also discuss the metrics for privacy. NN is …
Our partial processing at client is thus expected to improve the privacy. However, instead of …