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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…

Machine Learning · Computer Science 2024-03-05 Ji Fang , Vincent CS Lee , Hao Ji , Haiyan Wang

This paper critically examines the conceptual and methodological limitations underlying the current understanding and application of VO2max in exercise science and physical activity prescription. Despite the establishment of WHO guidelines…

Other Quantitative Biology · Quantitative Biology 2025-11-06 J Borresen , H Burger

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…

Machine Learning · Computer Science 2021-01-29 Arash Mahyari , Peter Pirolli

The value of mobile apps is traditionally measured by metrics such as the number of downloads, installations, or user ratings. A problem with these measures is that they reflect actual usage at most indirectly. Indeed, analytic companies…

Computers and Society · Computer Science 2016-12-01 Stephan Sigg , Eemil Lagerspetz , Ella Peltonen , Petteri Nurmi , Sasu Tarkoma

Health wearables in combination with gamification enable interventions that have the potential to increase physical activity -- a key determinant of health. However, the extant literature does not provide conclusive evidence on the benefits…

General Economics · Economics 2023-01-10 Muhammad Zia Hydari , Idris Adjerid , Aaron D. Striegel

Active aging technologies are increasingly designed to support an active lifestyle. However, the way in which they are designed can raise different barriers to acceptance of and use by older adults. Their designers can adopt a negative…

Human-Computer Interaction · Computer Science 2021-05-13 Mladjan Jovanovic , Antonella De Angeli , Andrew McNeill , Lynne Coventry

The impact of physical exercise on emotional well-being is one of the most important factors that drive sustained physical activity engagement. It is also one of the least studied topics on account of the rather elaborated setups required…

Human-Computer Interaction · Computer Science 2021-04-14 Rohit Khurana , Aurel Coza

While physical activity has been described as a primary prevention against chronic diseases, strenuous physical exertion under adverse ambient conditions has also been reported as a major contributor to exacerbation of chronic respiratory…

Signal Processing · Electrical Eng. & Systems 2021-12-17 Chinazunwa Uwaoma

IoT-based devices and wearable sensors are now common in daily life, with smartwatches, smartphones, and other digital tools tracking physical activity and health data. This lifelogging process provides valuable insights into people's…

Human-Computer Interaction · Computer Science 2025-03-13 Yu Peng , Guoqing Zhang , Huadong Pang

Physical activity helps people maintain a healthy weight and reduces the risk for several chronic diseases. Although this knowledge is widely recognized, adults and children in many countries around the world do not get recommended amounts…

Computers and Society · Computer Science 2016-10-31 Tim Althoff , Ryen W. White , Eric Horvitz

Sufficient physical activity can prolong the ability of older adults to live inde-pendently. Community-based exercise programs can be enhanced by regularly performing exercises at home. To support such a home-based exercise program, a…

Human-Computer Interaction · Computer Science 2021-01-26 Sumit Mehra , Jantine van den Helder , Ben J. A. Kröse , Raoul H. H. Engelbert , Peter J. M. Weijs , Bart Visser

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…

Artificial Intelligence · Computer Science 2022-03-24 Xiao Liu , Bonan Gao , Basem Suleiman , Han You , Zisu Ma , Yu Liu , Ali Anaissi

Many recommender systems optimize a linear weighting of different user behaviors, such as clicks, likes, and shares. We analyze the optimal choice of weights from the perspectives of both users and content producers who strategically…

Machine Learning · Computer Science 2024-12-10 Smitha Milli , Emma Pierson , Nikhil Garg

Mobile phones and other electronic gadgets or devices have aided in collecting data without the need for data entry. This paper will specifically focus on Mobile health data. Mobile health data use mobile devices to gather clinical health…

Machine Learning · Computer Science 2023-04-27 Jonayet Miah , Muntasir Mamun , Md Minhazur Rahman , Md Ishtyaq Mahmud , Sabbir Ahmed , Md Hasan Bin Nasir

Wearables activity trackers are becoming widely adopted to understand individual behavior. Understanding behavior may help in self-regulation such as self-monitoring, goal-setting, self-corrective, etc.; Nevertheless, challenges exist in…

Human-Computer Interaction · Computer Science 2022-09-02 Ruochun Wang , Amani Abusafia , Abdallah Lakhdari , Athman Bouguettaya

While physical activity is critical to human health, most people do not meet recommended guidelines. More walkable built environments have the potential to increase activity across the population. However, previous studies on the built…

Computers and Society · Computer Science 2024-06-10 Tim Althoff , Boris Ivanovic , Jennifer L. Hicks , Scott L. Delp , Abby C. King , Jure Leskovec

Outcome-driven studies designed to evaluate potential effects of games and apps designed to promote healthy eating and exercising remain limited either targeting design or usability factors while omitting out health-based outcomes…

Human-Computer Interaction · Computer Science 2021-06-28 S. Durga , S. Hallinan , M. Seif El-Nasr , M. Shiyko , C. Sceppa

Background: Technology has provided a new way of life for adolescents. Strategies aimed at improving health behaviors through digital platforms can offer promising results. However, since peers can modify behaviors related to food and…

Human-Computer Interaction · Computer Science 2024-02-14 Carmen Benavides , José Alberto Benítez-Andrades , Pilar Marqués-Sánchez , Natalia Arias

We are living in an uncertain and dynamically changing world, where optimal decision-making under uncertainty is directly linked to the survival of species. However, evolutionary selection pressures that shape value-based decision-making…

Populations and Evolution · Quantitative Biology 2018-04-04 Erdem Pulcu

The popularity of wearable devices is growing exponentially, with consumers using these for a variety of services. Fitness devices are currently offering new services such as shopping or buying train tickets using contactless payment. In…

Cryptography and Security · Computer Science 2021-05-10 Maria Bada , Basie von Solms