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User engagement is crucial to the long-term success of a mobile app. Several metrics, such as dwell time, have been used for measuring user engagement. However, how to effectively predict user engagement in the context of mobile apps is…

Information Retrieval · Computer Science 2021-06-04 Yuan Tian , Ke Zhou , Dan Pelleg

Physical activity is known to help improve and maintain one's health. In particular, recreational running has become increasingly popular in recent years. Yet, lack of motivation often interferes with people's routines and thus may prohibit…

Human-Computer Interaction · Computer Science 2022-06-22 Dorothea Gute , Stephan Schlögl , Aleksander Groth

Technology has recently been recruited in the war against the ongoing obesity crisis; however, the adoption of Health & Fitness applications for regular exercise is a struggle. In this study, we present a unique demographically…

Human-Computer Interaction · Computer Science 2019-04-02 Yelena Mejova , Kyriaki Kalimeri

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

Mobile health apps are revolutionizing the healthcare ecosystem by improving communication, efficiency, and quality of service. In low- and middle-income countries, they also play a unique role as a source of information about health…

Machine Learning · Statistics 2025-01-27 Babaniyi Yusuf Olaniyi , Ana Fernández del Río , África Periáñez , Lauren Bellhouse

Health trackers are widely adopted to support users with daily health and wellness tracking. They can help increase steps taken, enhance sleeping pattern, improve healthy diet, and promote overall health. Despite the growth in the adoption…

Computers and Society · Computer Science 2019-05-01 Ahmed Fadhil

Activity tracking apps often make use of goals as one of their core motivational tools. There are two critical components to this tool: setting a goal, and subsequently achieving that goal. Despite its crucial role in how a number of…

Computers and Society · Computer Science 2019-04-08 Mitchell L. Gordon , Tim Althoff , Jure Leskovec

Gamification represents an effective way to incentivize user behavior across a number of computing applications. However, despite the fact that physical activity is essential for a healthy lifestyle, surprisingly little is known about how…

Computers and Society · Computer Science 2017-02-27 Ali Shameli , Tim Althoff , Amin Saberi , Jure Leskovec

Given the importance of understanding the interaction between mobile devices and their users, app usage patterns have been studied in various contexts. However, prior work has not fully investigated longitudinal changes to app usage…

Human-Computer Interaction · Computer Science 2020-01-01 Dohyun Kim , Joshua Gluck , Malcolm Hall , Yuvraj Agarwal

As "Big Data" has become pervasive, an increasing amount of research has connected the dots between human behaviour in the offline and online worlds. Consequently, researchers have exploited these new findings to create models that better…

Computers and Society · Computer Science 2020-02-14 Marco De Nadai , Bruno Lepri , Nuria Oliver

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

The problem of unicity and reidentifiability of records in large-scale databases has been studied in different contexts and approaches, with focus on preserving privacy or matching records from different data sources. With an increasing…

Social and Information Networks · Computer Science 2018-09-27 Dániel Kondor , Behrooz Hashemian , Yves-Alexandre de Montjoye , Carlo Ratti

Many of today's most widely used computing applications utilize social networking features and allow users to connect, follow each other, share content, and comment on others' posts. However, despite the widespread adoption of these…

Social and Information Networks · Computer Science 2016-12-19 Tim Althoff , Pranav Jindal , Jure Leskovec

While mobile social apps have become increasingly important in people's daily life, we have limited understanding on what motivates users to engage with these apps. In this paper, we answer the question whether users' in-app activity…

Machine Learning · Computer Science 2019-06-04 Yozen Liu , Xiaolin Shi , Lucas Pierce , Xiang Ren

Mobile health applications, including those that track activities such as exercise, sleep, and diet, are becoming widely used. Accurately predicting human actions is essential for targeted recommendations that could improve our health and…

Social and Information Networks · Computer Science 2018-02-27 Takeshi Kurashima , Tim Althoff , Jure Leskovec

Large-scale collection of human behavioral data by companies raises serious privacy concerns. We show that behavior captured in the form of application usage data collected from smartphones is highly unique even in very large datasets…

Computers and Society · Computer Science 2021-02-24 Vedran Sekara , Enys Mones , Håkan Jonsson

Mobile games are extremely popular and engage millions of people every day. Even if they are often quite simple, their development features a high degree of difficulty and requires close attention to both achieve a high satisfaction from…

Computers and Society · Computer Science 2017-03-14 Daniele Grassi , Giacomo Barigazzi , Giacomo Cabri

Sleep is critical to human function, mediating factors like memory, mood, energy, and alertness; therefore, it is commonly conjectured that a good night's sleep is important for job performance. However, both real-world sleep behavior and…

Human-Computer Interaction · Computer Science 2021-02-26 Chunjong Park , Morelle Arian , Xin Liu , Leon Sasson , Jeffrey Kahn , Shwetak Patel , Alex Mariakakis , Tim Althoff

Background Despite the benefits offered by an abundance of health applications promoted on app marketplaces (e.g., Google Play Store), the wide adoption of mobile health and e-health apps is yet to come. Objective This study aims to…

Human-Computer Interaction · Computer Science 2024-02-19 Gokhan Aydin , Gokhan Silahtaroglu

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…

Human-Computer Interaction · Computer Science 2022-06-06 Sofia Yfantidou , Pavlos Sermpezis , Athena Vakali
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