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Distributed health data networks that use information from multiple sources have drawn substantial interest in recent years. However, missing data are prevalent in such networks and present significant analytical challenges. The current…

密码学与安全 · 计算机科学 2021-01-01 Yi Deng , Xiaoqian Jiang , Qi Long

A desire to achieve large medical imaging datasets keeps increasing as machine learning algorithms, parallel computing, and hardware technology evolve. Accordingly, there is a growing demand in pooling data from multiple clinical and…

图像与视频处理 · 电气工程与系统科学 2021-12-06 Yukai Zou , Ikbeom Jang

In the field of medicine and healthcare, the utilization of medical expertise, based on medical knowledge combined with patients' health information is a life-critical challenge for patients and health professionals. The within-laying…

人工智能 · 计算机科学 2025-10-13 Mubaris Nadeem , Madjid Fathi

An applied problem facing all areas of data science is harmonizing data sources. Joining data from multiple origins with unmapped and only partially overlapping features is a prerequisite to developing and testing robust, generalizable…

In this paper we present a method for the unsupervised clustering of high-dimensional binary data, with a special focus on electronic healthcare records. We present a robust and efficient heuristic to face this problem using tensor…

机器学习 · 统计学 2017-08-31 Matteo Ruffini , Ricard Gavaldà , Esther Limón

For healthcare datasets, it is often not possible to combine data samples from multiple sites due to ethical, privacy or logistical concerns. Federated learning allows for the utilisation of powerful machine learning algorithms without…

Understanding the importance that the electronic medical health records system has, with its various structural types and grades, has led to the elaboration of a series of standards and quality control methods, meant to control its…

数据库 · 计算机科学 2009-03-02 Simona Angela Apostol , Cosmin Catu , Corina Vernic

The popularity and wide spread of IoT technology has brought about a rich hardware infrastructure over which it is possible to run powerful applications that were not previously imagined. Among this infrastructure, there are the medical…

计算机与社会 · 计算机科学 2019-01-07 Imad Eddine Touahria

This paper takes up the problem of medical resource sharing through MicroService architecture without compromising patient privacy. To achieve this goal, we suggest refactoring the legacy EHR systems into autonomous MicroServices…

软件工程 · 计算机科学 2018-06-08 Yilong Yang , Quan Zu , Peng Liu , Defang Ouyang , Xiaoshan Li

Indexing intervals is a fundamental problem, finding a wide range of applications. Recent work on managing large collections of intervals in main memory focused on overlap joins and temporal aggregation problems. In this paper, we propose…

数据库 · 计算机科学 2022-03-08 George Christodoulou , Panagiotis Bouros , Nikos Mamoulis

Modern healthcare is ripe for disruption by AI. A game changer would be automatic understanding the latent processes from electronic medical records, which are being collected for billions of people worldwide. However, these healthcare…

神经与进化计算 · 计算机科学 2018-02-06 Phuoc Nguyen , Truyen Tran , Svetha Venkatesh

Unstructured textual data is at the heart of healthcare systems. For obvious privacy reasons, these documents are not accessible to researchers as long as they contain personally identifiable information. One way to share this data while…

密码学与安全 · 计算机科学 2022-11-03 Yakini Tchouka , Jean-François Couchot , David Laiymani

Health data is one of the most sensitive data for people, which attracts the attention of malicious activities. We propose an open-source health data management framework, that follows a patient-centric approach. The proposed framework…

There now exist compact indexes that can efficiently list all the occurrences of a pattern in a dataset consisting of thousands of genomes, or even all the occurrences of all the pattern's maximal exact matches (MEMs) with respect to the…

数据结构与算法 · 计算机科学 2022-09-20 Adrián Goga , Andrej Baláž , Alessia Petescia , Travis Gagie

Electronic Health Records (EHR) are crucial for the success of digital healthcare, with a focus on putting consumers at the center of this transformation. However, the digitalization of healthcare records brings along security and privacy…

机器学习 · 计算机科学 2024-10-07 Vinaytosh Mishra , Kishu Gupta , Deepika Saxena , Ashutosh Kumar Singh

In the hospital world there are several complex combinatory problems, and solving these problems is important to increase the degree of patients' satisfaction and the quality of care offered. The problems in the healthcare are complex since…

人工智能 · 计算机科学 2022-08-08 Marco Mochi

Healthcare data is increasing in size at an unprecedented speed with much attention on big data analysis and Artificial Intelligence application for quality assurance, clinical training, severity triaging, and decision support. Radiology is…

信息检索 · 计算机科学 2020-07-08 Ningcheng Li , Guy Maresh , Maxwell Cretcher , Khashayar Farsad , Ramsey Al-Hakim , John Kaufman , Judy Gichoya

The proliferation of consumer health devices such as smart watches, sleep monitors, smart scales, etc, in many countries, has not only led to growing interest in health monitoring, but also to the development of a countless number of…

人机交互 · 计算机科学 2023-08-21 Saturnino Luz , Masood Masoodian

Graphs are very effective tools in visualizing information and are used in many fields including the medical field. In most developing countries primary care, graphs are used to monitor child growth. These measures are therefore often…

计算机与社会 · 计算机科学 2021-08-24 Thea Hvalen Thodesen , Uy Tran , Jens Kaasboll , Chipo Kanjo , Tiwonge Manda

The sequence of visits and procedures performed by the patient in the health system, also known as the patient's pathway or trajectory, can reveal important information about the clinical treatment adopted and the health service provided.…