Differential privacy in health research: A scoping review

J Ficek, W Wang, H Chen, G Dagne… - Journal of the American …, 2021 - academic.oup.com
Objective Differential privacy is a relatively new method for data privacy that has seen
growing use due its strong protections that rely on added noise. This study assesses the …

Applications of data hiding techniques in medical and healthcare systems: a survey

H Sajedi - Network Modeling Analysis in Health Informatics and …, 2018 - Springer
Nowadays, scientists make effort to provide security for the communication channels.
Several security and privacy threats are introduced via the Internet as the major …

Privacy-preserving aggregation of personal health data streams

JW Kim, B Jang, H Yoo - PloS one, 2018 - journals.plos.org
Recently, as the paradigm of medical services has shifted from treatment to prevention, there
is a growing interest in smart healthcare that can provide users with healthcare services …

Improving healthcare services using source anonymous scheme with privacy preserving distributed healthcare data collection and mining

N Domadiya, UP Rao - Computing, 2021 - Springer
The trends of data mining on healthcare data for improving medical services have increased
because of the electronic healthcare record (EHR) system, which collects a massive amount …

Combining health data uses to ignite health system learning

J Ainsworth, I Buchan - Methods of information in medicine, 2015 - thieme-connect.com
Objectives: In this paper we aim to characterise the critical mass of linked data, methods and
expertise required for health systems to adapt to the needs of the populations they serve …

An efficient activity recognition framework: Toward privacy-sensitive health data sensing

S Samarah, MG Al Zamil, AF Aleroud… - IEEE …, 2017 - ieeexplore.ieee.org
Recent advances in wireless sensor networks for ubiquitous health and activity monitoring
systems have triggered the possibility of addressing human needs in smart environments …

Public comprehension of privacy protections applied to health data shared for research: An Australian cross-sectional study

A Corman, R Canaway, C Culnane… - International Journal of …, 2022 - Elsevier
Introduction Sharing of health data for secondary uses such as research and public policy
development is common. There are many potential benefits, but also risks if information …

Utilizing synthetic data for medical vision-language pre-training: Bypassing the need for real images

C Liu, A Shah, W Bai, R Arcucci - arXiv preprint arXiv:2310.07027, 2023 - arxiv.org
Medical Vision-Language Pre-training (VLP) learns representations jointly from medical
images and paired radiology reports. It typically requires large-scale paired image-text …

Differentially private publication of vertically partitioned data

P Tang, X Cheng, S Su, R Chen… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we study the problem of publishing vertically partitioned data under differential
privacy, where different attributes of the same set of individuals are held by multiple parties …

Research on adaptive relationship between trust and privacy in cloud service

H Han - IEEE Access, 2021 - ieeexplore.ieee.org
To prevent privacy leakage, cloud services need to take corresponding methods, so
participants often face the dilemma of service utility and privacy protection. In this paper, we …