Recent advances on federated learning for cybersecurity and cybersecurity for federated learning for internet of things

B Ghimire, DB Rawat - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
Decentralized paradigm in the field of cybersecurity and machine learning (ML) for the
emerging Internet of Things (IoT) has gained a lot of attention from the government …

Embedding blockchain technology into IoT for security: A survey

L Da Xu, Y Lu, L Li - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
In recent years, the Internet of Things (IoT) has made great progress. The interconnection
between IoT and the Internet enables real-time information processing and transaction …

PVD-FL: A privacy-preserving and verifiable decentralized federated learning framework

J Zhao, H Zhu, F Wang, R Lu, Z Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Over the past years, the increasingly severe data island problem has spawned an emerging
distributed deep learning framework—federated learning, in which the global model can be …

Lightweight privacy-preserving scheme using homomorphic encryption in industrial Internet of Things

S Li, S Zhao, G Min, L Qi, G Liu - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The emerging technologies, such as smart sensors, 5G/6G wireless communication, artificial
intelligence, etc., have been maturing the future Internet of Things (IoT) by connecting the …

Efficient and privacy-preserving similarity range query over encrypted time series data

Y Zheng, R Lu, Y Guan, J Shao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Similarity query over time series data plays a significant role in various applications, such as
signal processing, speech recognition, and disease diagnosis. Meanwhile, driven by the …

Privacy-preservation techniques for IoT devices: a systematic map** study

D Torre, A Chennamaneni, A Rodriguez - IEEE Access, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) is becoming a pervasive technology entangled in everyday life.
The objective of IoT is to provide ubiquitous access to numerous devices and machines on …

A survey on vertical federated learning: From a layered perspective

L Yang, D Chai, J Zhang, Y **, L Wang, H Liu… - arxiv preprint arxiv …, 2023 - arxiv.org
Vertical federated learning (VFL) is a promising category of federated learning for the
scenario where data is vertically partitioned and distributed among parties. VFL enriches the …

Toward privacy-preserving cybertwin-based spatiotemporal keyword query for ITS in 6G era

Y Guan, R Lu, Y Zheng, S Zhang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The sixth-generation (6G) communication technology has been attracting great interests
from both industry and academia, as it is regarded as a promising approach to achieve more …

SetRkNN: Efficient and privacy-preserving set reverse kNN query in cloud

Y Zheng, R Lu, H Zhu, S Zhang, Y Guan… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The advance of cloud computing has driven a new paradigm of outsourcing large-scale data
and data-driven services to public clouds. Due to the increased awareness of privacy …

Efficient and privacy-preserving similarity query with access control in eHealthcare

Y Zheng, R Lu, Y Guan, S Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Similarity queries, giving a way to disease diagnosis based on similar patients, have wide
applications in eHealthcare and are essentially demanded to be processed under fine …