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Despite the indisputable personal and societal benefits of regular physical activity, a large portion of the population does not follow the recommended guidelines, harming their health and wellness. The World Health Organization has called…

人机交互 · 计算机科学 2022-06-06 Sofia Yfantidou , Pavlos Sermpezis , Athena Vakali

Musculoskeletal injuries during military training significantly impact readiness, making prevention through activity monitoring crucial. While Human Activity Recognition (HAR) using wearable devices offers promising solutions, it faces…

机器学习 · 计算机科学 2025-04-30 Barak Gahtan , Shany Funk , Einat Kodesh , Itay Ketko , Tsvi Kuflik , Alex M. Bronstein

Recommender systems have been successfully used in many domains with the help of machine learning algorithms. However, such applications tend to use multi-dimensional user data, which has raised widespread concerns about the breach of users…

人工智能 · 计算机科学 2022-03-24 Xiao Liu , Bonan Gao , Basem Suleiman , Han You , Zisu Ma , Yu Liu , Ali Anaissi

Unhealthy behaviors, e.g., physical inactivity and unhealthful food choice, are the primary healthcare cost drivers in developed countries. Pervasive computational, sensing, and communication technology provided by smartphones and…

机器学习 · 计算机科学 2021-01-29 Arash Mahyari , Peter Pirolli

The utilization of digital health has increased recently, and these services provide extensive guidance to encourage users to exercise frequently by setting daily exercise goals to promote a healthy lifestyle. These comprehensive guides…

机器学习 · 计算机科学 2024-03-05 Ji Fang , Vincent CS Lee , Hao Ji , Haiyan Wang

Consumer wearables enable continuous measurement of physiological data related to stress and recovery, but turning these streams into actionable, personalized stress-management recommendations remains a challenge. In practice, users often…

人工智能 · 计算机科学 2026-04-17 Esther Brown , Victoria Dean , Finale Doshi-Velez

We introduce UbiPhysio, a milestone framework that delivers fine-grained action description and feedback in natural language to support people's daily functioning, fitness, and rehabilitation activities. This expert-like capability assists…

Mobile applications and on-body devices are becoming increasingly ubiquitous tools for physical activity tracking. We propose utilizing a self-tracker's habits to support continuous prediction of whether they will reach their daily step…

人机交互 · 计算机科学 2016-10-19 Adam Wang , Steve Chang , John Wilson

Advances in IoT technologies combined with new algorithms have enabled the collection and processing of high-rate multi-source data streams that quantify human behavior in a fine-grained level and can lead to deeper insights on individual…

Smart healthcare which is built as healthcare Cyber-Physical System (H-CPS) from Internet-of-Medical-Things (IoMT) is becoming more important than before. Medical devices and their connectivity through Internet with alongwith the…

信号处理 · 电气工程与系统科学 2020-10-20 Sibi C. Sethuraman , Pranav Kompally , Saraju P. Mohanty , Uma Choppali

Air pollution is a growing global health threat, exacerbated by climate change and linked to cardiovascular and respiratory diseases. While personal sensing devices enable real-time physiological monitoring, their integration with…

Full-body avatar presence is crucial for immersive social and environmental interactions in digital reality. However, current devices only provide three six degrees of freedom (DOF) poses from the headset and two controllers (i.e.…

计算机视觉与模式识别 · 计算机科学 2024-02-15 Dongseok Yang , Jiho Kang , Lingni Ma , Joseph Greer , Yuting Ye , Sung-Hee Lee

Our research aims to develop interactive, social agents that can coach people to learn new tasks, skills, and habits. In this paper, we focus on coaching sedentary, overweight individuals (i.e., trainees) to exercise regularly. We employ…

人机交互 · 计算机科学 2020-09-14 Shiwali Mohan , Anusha Venkatakrishnan , Andrea Hartzler

Electronic health records (EHRs) provide a powerful basis for predicting the onset of health outcomes. Yet EHRs primarily capture in-clinic events and miss aspects of daily behavior and lifestyle containing rich health information. Consumer…

In Human-Computer Interaction (HCI) and Ubiquitous Computing, the objective of optimizing device interactions and personalizing user experiences has placed a new emphasis on accurately evaluating cognitive readiness using wearable devices.…

人机交互 · 计算机科学 2025-01-08 Tasnim Irtifa Chowdhury , Andrew Vargo , Chris Blakely , Benjamin Tag , Koichi Kise

In an era where the body is increasingly translated into streams of biometric data, smart wearables have become not merely tools of personal health tracking but infrastructures of predictive governance. This paper examines how wearable…

计算机与社会 · 计算机科学 2025-07-09 Maijunxian Wang

Wearable sensor data offer opportunities for personalized health monitoring, yet deriving actionable insights from their complex, longitudinal data streams is challenging. This paper introduces a framework to learn personalized…

机器学习 · 计算机科学 2025-08-21 Ajan Subramanian , Amir M. Rahmani

Proactive monitoring of one's health could avoid serious diseases as well as better maintain the individual's well-being. In today's IoT world, there has been numerous wearable technological devices to monitor/measure different health…

计算机与社会 · 计算机科学 2016-12-05 Shubhi Asthana , Ray Strong , Aly Megahed

This paper presents our findings from a multi-year effort to detect motion events early using inertial sensors in real-world settings. We believe early event detection is the next step in advancing motion tracking, and can enable…

人机交互 · 计算机科学 2020-05-19 Slobodan Milanko , Alexander Launi , Shubham Jain

Wearable devices record physiological and behavioral signals that can improve health predictions. While foundation models are increasingly used for such predictions, they have been primarily applied to low-level sensor data, despite…

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