Differential privacy for industrial internet of things: Opportunities, applications, and challenges

B Jiang, J Li, G Yue, H Song - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
The development of Internet of Things (IoT) brings new changes to various fields.
Particularly, industrial IoT (IIoT) is promoting a new round of industrial revolution. With more …

Privacy-enhancing technologies in biomedical data science

H Cho, D Froelicher, N Dokmai, A Nandi… - Annual review of …, 2024 - annualreviews.org
The rapidly growing scale and variety of biomedical data repositories raise important privacy
concerns. Conventional frameworks for collecting and sharing human subject data offer …

Genetic data sharing and artificial intelligence in the era of personalized medicine based on a cross‐sectional analysis of the Saudi human genome program

AF Alrefaei, YM Hawsawi, D Almaleki, T Alafif… - Scientific Reports, 2022 - nature.com
The success of the Saudi Human Genome Program (SHGP), one of the top ten genomic
programs worldwide, is highly dependent on the Saudi population embracing the concept of …

Locally differentially private high-dimensional data synthesis

X Chen, C Wang, Q Yang, T Hu, C Jiang - Science China Information …, 2023 - Springer
In local differential privacy (LDP), a challenging problem is the ability to generate high-
dimensional data while efficiently capturing the correlation between attributes in a dataset …

Methods of privacy-preserving genomic sequencing data alignments

D Lu, Y Zhang, L Zhang, H Wang… - Briefings in …, 2021 - academic.oup.com
Genomic data alignment, a fundamental operation in sequencing, can be utilized to map
reads into a reference sequence, query on a genomic database and perform genetic tests …

PPM-SEM: A privacy-preserving mechanism for sharing electronic patient records and medical images in telemedicine

W Wen, Z Yuan, S Qi, Y Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Despite the various privacy protection methods that are available through medical services
platforms, it is still challenging for patients to achieve a desirable level of privacy protection …

A survey on genomic data by privacy-preserving techniques perspective

B Abinaya, S Santhi - Computational Biology and Chemistry, 2021 - Elsevier
Nowadays, the purpose of human genomics is widely emerging in health-related problems
and also to achieve time and cost-efficient healthcare. Due to advancement in genomics and …

A safe virtual machine scheduling strategy for energy conservation and privacy protection of server clusters in cloud data centers

X Han, C Mu, J Zhu, H Jia - IEEE Transactions on Sustainable …, 2023 - ieeexplore.ieee.org
With the increasing scale of cloud data centers (CDCs), the energy consumption of CDCs is
sharply increasing. In this article, an efficient energy-saving strategy is proposed for CDCs …

Differentially private approximate pattern matching

TA Steiner - arXiv preprint arXiv:2311.07415, 2023 - arxiv.org
In this paper, we consider the $ k $-approximate pattern matching problem under differential
privacy, where the goal is to report or count all substrings of a given string $ S $ which have …

Privacy-preserving genomic statistical analysis under local differential privacy

A Yamamoto, T Shibuya - IFIP Annual Conference on Data and …, 2023 - Springer
As the amount of personal genomic information and privacy concerns in data publication
have been growing, several studies have pointed out that the presence information of a …