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Electronic health records (EHRs) offer great promises for advancing precision medicine and, at the same time, present significant analytical challenges. Particularly, it is often the case that patient-level data in EHRs cannot be shared…

统计方法学 · 统计学 2022-07-04 Changgee Chang , Zhiqi Bu , Qi Long

With the rapid development of computer software and hardware technologies, more and more healthcare data are becoming readily available from clinical institutions, patients, insurance companies and pharmaceutical industries, among others.…

机器学习 · 计算机科学 2020-08-24 Jie Xu , Benjamin S. Glicksberg , Chang Su , Peter Walker , Jiang Bian , Fei Wang

The healthcare industry has witnessed significant transformations in e-health services by using mobile edge computing (MEC) and blockchain to facilitate healthcare operations. Many MEC-blockchain-based schemes have been proposed, but some…

信号处理 · 电气工程与系统科学 2021-09-30 Dinh C. Nguyen , Pubudu N. Pathirana , Ming Ding , Aruna Seneviratne

The rapid expansion of user medical records across global systems presents not only opportunities but also new challenges in maintaining effective application models that ensure user privacy, controllability, and the ability to…

密码学与安全 · 计算机科学 2024-06-06 Phong Tran , Thong Nguyen , Long Chu , Nhi Tran , Hang Ta

Electronic medical records (EMRs) are critical, highly sensitive private information in healthcare, and need to be frequently shared among peers. Blockchain provides a shared, immutable and transparent history of all the transactions to…

计算机与社会 · 计算机科学 2017-09-20 Alevtina Dubovitskaya , Zhigang Xu , Samuel Ryu , Michael Schumacher , Fusheng Wang

Machine Learning on Big Data gets more and more attention in various fields. Even so privacy-preserving techniques become more important, even necessary due to legal regulations such as the General Data Protection Regulation (GDPR). On the…

密码学与安全 · 计算机科学 2022-01-28 Jasmin Zalonis , Frederik Armknecht , Björn Grohmann , Manuel Koch

Online medical consultation platforms, while convenient, are undermined by significant privacy risks that erode user trust. We first conducted in-depth semi-structured interviews with 12 users to understand their perceptions of security and…

人机交互 · 计算机科学 2025-08-04 Shuning Zhang , Ying Ma , Yongquan `Owen' Hu , Ting Dang , Hong Jia , Xin Yi , Hewu Li

The secondary use of healthcare data is vital for research and clinical innovation, but it raises concerns about patient privacy. This study investigates how to balance privacy preservation and data utility in healthcare data sharing,…

应用统计 · 统计学 2025-08-27 Yusi Wei , Hande Y. Benson , Muge Capan

Background and Objective: Nowadays usage paradigms of medical imaging resources are requesting vendor-neutral archives, accessible through standard interfaces, with multi-repository support. Regional repositories shared by distinct…

软件工程 · 计算机科学 2020-06-24 Rui Lebre , Luís Bastião , Carlos Costa

Electronic Health Records (EHR) have revolutionized healthcare by digitizing patient data, improving accessibility, and streamlining clinical workflows. However, extracting meaningful insights from these complex and multimodal datasets…

人工智能 · 计算机科学 2025-10-27 Naama Kashani , Mira Cohen , Uri Shaham

Tensor factorization has been demonstrated as an efficient approach for computational phenotyping, where massive electronic health records (EHRs) are converted to concise and meaningful clinical concepts. While distributing the tensor…

机器学习 · 计算机科学 2019-11-04 Jing Ma , Qiuchen Zhang , Jian Lou , Joyce C. Ho , Li Xiong , Xiaoqian Jiang

Online collaborative medical prediction platforms offer convenience and real-time feedback by leveraging massive electronic health records. However, growing concerns about privacy and low prediction quality can deter patient participation…

机器学习 · 计算机科学 2025-07-16 Shao-Bo Lin , Xiaotong Liu , Yao Wang

Integrating blockchain technology into healthcare systems presents a transformative approach to documenting, storing, and accessing electronic health records (EHRs). This research introduces a novel blockchain-based EHR system designed to…

The RECONNECT project addresses the fragmentation of Ireland's public healthcare systems, aiming to enhance service planning and delivery for chronic disease management. By integrating complex systems within the Health Service Executive…

数据库 · 计算机科学 2024-10-21 Vuong M. Ngo , Geetika Sood , Patricia Kearney , Fionnuala Donohue , Dongyun Nie , Mark Roantree

Mobile healthcare system integrating wearable sensing and wireless communication technologies continuously monitors the users' health status. However, the mHealth system raises a severe privacy concern as the data it collects are private…

密码学与安全 · 计算机科学 2018-09-13 Mohammad Hadian , Xiaohui Liang , Thamer Altuwaiyan , Mohamed M E A Mahmoud

It seems as though progressively more people are in the race to upload content, data, and information online; and hospitals haven't neglected this trend either. Hospitals are now at the forefront for multi-site medical data sharing to…

机器学习 · 计算机科学 2022-02-23 Yoo Jeong Ha , Gusang Lee , Minjae Yoo , Soyi Jung , Seehwan Yoo , Joongheon Kim

Modern healthcare systems now rely on advanced computing methods and technologies, such as Internet of Things (IoT) devices and clouds, to collect and analyze personal health data at an unprecedented scale and depth. Patients, doctors,…

计算机与社会 · 计算机科学 2018-04-13 Sagar Sharma , Keke Chen , Amit Sheth

Data privacy refers to ensuring that users keep control over access to information, whereas data accessibility refers to ensuring that information access is unconstrained. Conflicts between privacy and accessibility of data are natural to…

Though the sharing of medical data has the potential to lead to breakthroughs in health care, the sharing process itself exposes patients and health care providers to various risks. Patients face risks due to the possible loss in privacy or…

计算机科学与博弈论 · 计算机科学 2022-09-21 Yoon Lee , Anil Aswani

gRPC is at the heart of modern distributed system architectures. Based on HTTP/2 and Protocol Buffers, it provides highly performant, standardized, and polyglot communication across loosely coupled microservices and is increasingly…

密码学与安全 · 计算机科学 2024-04-09 Louis Loechel , Siar-Remzi Akbayin , Elias Grünewald , Jannis Kiesel , Inga Strelnikova , Thomas Janke , Frank Pallas