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Many ground-breaking advancements in machine learning can be attributed to the availability of a large volume of rich data. Unfortunately, many large-scale datasets are highly sensitive, such as healthcare data, and are not widely available…

Machine Learning · Computer Science 2020-12-09 James Jordon , Alan Wilson , Mihaela van der Schaar

Software is increasingly produced in the form of ecosystems, collections of interdependent components maintained by a distributed community. These ecosystems act as network organizations, not markets, and thus often lack actionable…

Software Engineering · Computer Science 2020-12-14 Christopher Bogart , James Howison , James Herbsleb

Digital health interventions (DHIs) and remote patient monitoring (RPM) have shown great potential in improving chronic disease management through personalized care. However, barriers like limited efficacy and workload concerns hinder…

Machine Learning · Computer Science 2025-12-23 Johannes O. Ferstad , Emily B. Fox , David Scheinker , Ramesh Johari

Patient-generated health data (PGHD) allows healthcare professionals to have a holistic and objective view of their patients. However, its integration in cardiac risk reduction remains unexplored. Through co-design with experienced…

Human-Computer Interaction · Computer Science 2025-11-04 Pavithren V S Pakianathan , Rania Islambouli , Hannah McGowan , Diogo Branco , Tiago Guerreiro , Jan David Smeddinck

Recently, increasing attention has been drawn to training semantic segmentation models using synthetic data and computer-generated annotation. However, domain gap remains a major barrier and prevents models learned from synthetic data from…

Computer Vision and Pattern Recognition · Computer Science 2019-01-15 Yuhua Chen , Wen Li , Xiaoran Chen , Luc Van Gool

A deviation detection aims to detect deviating process instances, e.g., patients in the healthcare process and products in the manufacturing process. A business process of an organization is executed in various contextual situations, e.g.,…

Artificial Intelligence · Computer Science 2022-11-01 Gyunam Park , Janik-Vasily Benzin , Wil M. P. van der Aalst

Sensor monitoring networks and advances in big data analytics have guided the reliability engineering landscape to a new era of big machinery data. Low-cost sensors, along with the evolution of the internet of things and industry 4.0, have…

Machine Learning · Statistics 2021-10-11 Sergio Cofre-Martel , Enrique Lopez Droguett , Mohammad Modarres

Health sensing for chronic disease management creates immense benefits for social welfare. Existing health sensing studies primarily focus on the prediction of physical chronic diseases. Depression, a widespread complication of chronic…

Artificial Intelligence · Computer Science 2025-04-17 Jiaheng Xie , Xiaohang Zhao , Xiang Liu , Xiao Fang

Context awareness is an essential part of mobile and ubiquitous computing. Its goal is to unveil situational information about mobile users like locations and activities. The sensed context can enable many services like navigation, AR, and…

Computer Vision and Pattern Recognition · Computer Science 2020-11-03 Xiaochen Liu

Object recognition and object pose estimation in robotic grasping continue to be significant challenges, since building a labelled dataset can be time consuming and financially costly in terms of data collection and annotation. In this…

Computer Vision and Pattern Recognition · Computer Science 2024-01-25 Dongmyoung Lee , Wei Chen , Nicolas Rojas

Clinical research on smart health has an increasing demand for intelligent and clinic-oriented medical image computing algorithms and platforms that support various applications. To this end, we have developed SenseCare research platform,…

Human-Computer Interaction · Computer Science 2022-09-05 Qi Duan , Guotai Wang , Rui Wang , Chao Fu , Xinjun Li , Na Wang , Yechong Huang , Xiaodi Huang , Tao Song , Liang Zhao , Xinglong Liu , Qing Xia , Zhiqiang Hu , Yinan Chen , Shaoting Zhang

Access to large-scale high-quality healthcare databases is key to accelerate medical research and make insightful discoveries about diseases. However, access to such data is often limited by patient privacy concerns, data sharing…

Narrative sensemaking is a fundamental process to understand sequential information. Narrative maps are a visual representation framework that can aid analysts in their narrative sensemaking process. Narrative maps allow analysts to…

Human-Computer Interaction · Computer Science 2021-12-24 Brian Felipe Keith Norambuena , Tanushree Mitra , Chris North

Currently, there are many difficulties regarding the interoperability of medical data and related population data sources. These complications get in the way of the generation of high-quality data sets at city, region and national levels.…

Computers and Society · Computer Science 2023-10-13 Anna Andreychenko , Viktoriia Korzhuk , Stanislav Kondratenko , Polina Cheraneva

We present a system that uses a learned autocompletion mechanism to facilitate rapid creation of semi-structured clinical documentation. We dynamically suggest relevant clinical concepts as a doctor drafts a note by leveraging features from…

Machine Learning · Computer Science 2020-07-31 Divya Gopinath , Monica Agrawal , Luke Murray , Steven Horng , David Karger , David Sontag

The work presented in this paper focuses on the improvement of corporate knowledge management systems. For the implementation of such systems, companies deploy can important means for small gains. Indeed, management services often notice…

Human-Computer Interaction · Computer Science 2016-02-01 Carine Touré , Christine Michel , Jean-Charles Marty

Business process design and monitoring are essential elements of Business Process Management (BPM), often relying on Service Oriented Architectures (SOA). However the current BPM approaches and standards have not sufficiently reduced the…

Software Engineering · Computer Science 2016-06-15 Adrian Mos , Mario Cortes-Cornax

Within an increasing number of domains an important emerging need is the ability for technically naive users to compose computational elements into novel configurations. Examples include astronomers who create new analysis pipelines to…

Software Engineering · Computer Science 2012-10-19 David Garlan , Vishal Dwivedi , Ivan Ruchkin , Bradley Schmerl

Introduction: Systems that exist in the hospital or clinic settings are capable of providing services in the physical environment. These systems (e.g., Picture Archiving and communication systems) provide remote service for patients. To…

Human-Computer Interaction · Computer Science 2024-04-23 B Rahimi , S Karimian , A Ghaznavi , M Jafari Heydarlou

Clinical natural language processing requires methods that can address domain-specific challenges, such as complex medical terminology and clinical contexts. Recently, large language models (LLMs) have shown promise in this domain. Yet,…

Computation and Language · Computer Science 2025-01-28 Ran Xu , Hejie Cui , Yue Yu , Xuan Kan , Wenqi Shi , Yuchen Zhuang , Wei Jin , Joyce Ho , Carl Yang
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