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Monitoring fatigue is essential for improving safety, particularly for people who work long shifts or in high-demand workplaces. The development of wearable technologies, such as fitness trackers and smartwatches, has made it possible to…

Human-Computer Interaction · Computer Science 2024-12-24 Kourosh Kakhi , Senthil Kumar Jagatheesaperumal , Abbas Khosravi , Roohallah Alizadehsani , U Rajendra Acharya

Agitation is one of the most common responsive behaviors in people living with dementia, particularly among those residing in community settings without continuous clinical supervision. Timely prediction of agitation can enable early…

Signal Processing · Electrical Eng. & Systems 2025-06-10 Ali Abedi , Charlene H. Chu , Shehroz S. Khan

The monitoring and prediction of in-class student activities is of paramount importance for the comprehension of engagement and the enhancement of pedagogical efficacy. The accurate detection of these activities enables educators to modify…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Luis Marquez-Carpintero , Sergio Suescun-Ferrandiz , Monica Pina-Navarro , Miguel Cazorla , Francisco Gomez-Donoso

In the last decade, the Internet of Things paradigm has caused an exponential increase in the number of connected devices. This trend brings the Internet closer to everyday activities and enables data collection that can be used to create…

Artificial Intelligence · Computer Science 2023-02-22 Kevin Henares , José L. Risco-Martín , José L Ayala , Román Hermida

Digital reminder systems are widely used in dementia care to support everyday tasks, but they are typically designed for one-way prompting rather than helping caregivers interpret engagement over time. We present Remindful, a…

Human-Computer Interaction · Computer Science 2026-04-22 Joy Lai , Alex Mihailidis

The ability to shape health behaviors of large populations automatically, across wearable types and disease conditions at scale has tremendous potential to improve global health outcomes. We designed and implemented an AI driven platform…

Human-Computer Interaction · Computer Science 2024-02-12 Jodi Chiam , Aloysius Lim , Cheryl Nott , Nicholas Mark , Ankur Teredesai , Sunil Shinde

Real-time physiological data collection and analysis play a central role in modern well-being applications. Personalized classifiers and detectors have been shown to outperform general classifiers in many contexts. However, building…

Computers and Society · Computer Science 2021-08-04 Ali Tazarv , Sina Labbaf , Amir M. Rahmani , Nikil Dutt , Marco Levorato

Demographic growth and rise in the average age of the population is increasing the demand for the elderly assistance. Health care oriented ambient intelligence technologies are fundamental to support elderly peoples' autonomy. In this…

Human-Computer Interaction · Computer Science 2023-05-01 Mariya Kilina , Tommaso Elia , Syed Yusha Kareem , Alessandro Carfi , Fulvio Mastrogiovanni

Lower-Limb Fractures (LLF) are a major health concern for older adults, often leading to reduced mobility and prolonged recovery, potentially impairing daily activities and independence. During recovery, older adults frequently face social…

Machine Learning · Computer Science 2025-01-24 Ali Abedi , Charlene H. Chu , Shehroz S. Khan

Healthcare is an important aspect of human life. Use of technologies in healthcare has increased manifolds after the pandemic. Internet of Things based systems and devices proposed in literature can help elders, children and adults…

Machine Learning · Computer Science 2022-09-13 Rajbinder Kaur , Rohini Sharma

Large Language Model (LLM)-based systems increasingly rely on function calling to enable structured and controllable interaction with external data sources, yet existing datasets do not address mental health-oriented access to wearable…

Artificial Intelligence · Computer Science 2026-01-13 Fozle Rabbi Shafi , M. Anwar Hossain , Salimur Choudhury

At-home rehabilitation for post-stroke patients presents significant challenges, as continuous, personalized care is often limited outside clinical settings. Moreover, the lack of integrated solutions capable of simultaneously monitoring…

Population aging is affecting many countries, Sweden being one of them, and it may lead to a shortage of caregivers for elderly people in near future. Smart interconnected devices known as the Internet of Things may help elderly to live…

Computers and Society · Computer Science 2018-01-03 David Perez , Suejb Memeti , Sabri Pllana

Human life expectancy has dramatically improved over the course of the last century. Although this reflects a global improvement in sanitation and medical care, this also implies that more people suffer from diseases that typically manifest…

Other Quantitative Biology · Quantitative Biology 2022-07-11 Alexis Rapin , Maroun Bou Sleiman , Johan Auwerx

Dementia and especially Alzheimer's disease (AD) are the most common causes of cognitive decline in elderly people. A spread of the above mentioned mental health problems in aging societies is causing a significant medical and economic…

Neurons and Cognition · Quantitative Biology 2018-12-03 Tomasz M. Rutkowski , Qibin Zhao , Masao S. Abe , Mihoko Otake

Internet-of-things (IoT) devices are vulnerable to malicious operations by attackers, which can cause physical and economic harm to users; therefore, we previously proposed a sequence-based method that modeled user behavior as sequences of…

Cryptography and Security · Computer Science 2021-09-30 Masaaki Yamauchi , Masahiro Tanaka , Yuichi Ohsita , Masayuki Murata , Kensuke Ueda , Yoshiaki Kato

The proliferation of IoT devices generates vast interaction data, offering insights into user behaviour. While prior work predicts what actions users perform, the timing of these actions -- critical for enabling proactive and efficient…

Machine Learning · Computer Science 2025-09-16 Shrey Ganatra , Spandan Anaokar , Pushpak Bhattacharyya

Dementia affects cognitive functions of adults, including memory, language, and behaviour. Standard diagnostic biomarkers such as MRI are costly, whilst neuropsychological tests suffer from sensitivity issues in detecting dementia onset.…

Computation and Language · Computer Science 2023-12-27 Dimitris Gkoumas , Bo Wang , Adam Tsakalidis , Maria Wolters , Arkaitz Zubiaga , Matthew Purver , Maria Liakata

Maintaining physical activity is essential for older adults' health and well-being, yet participation remains low. Traditional paper-based and in-person interventions have been effective but face scalability issues. Smartphone apps offer a…

To train deep learning models for vision-based action recognition of elders' daily activities, we need large-scale activity datasets acquired under various daily living environments and conditions. However, most public datasets used in…

Computer Vision and Pattern Recognition · Computer Science 2020-11-22 Hochul Hwang , Cheongjae Jang , Geonwoo Park , Junghyun Cho , Ig-Jae Kim
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