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To support people trying to lose weight and stay healthy, more and more fitness apps have sprung up including the ability to track both calories intake and expenditure. Users of such apps are part of a wider ``quantified self'' movement and…

人机交互 · 计算机科学 2015-10-19 Ingmar Weber , Palakorn Achananuparp

Food preferences not only originate from a person's dietary habits, but also reflect personal values and consumer awareness. This study addresses `food identity' or the relationship between food preferences and personal attributes based on…

计算机与社会 · 计算机科学 2019-03-27 Kazutoshi Sasahara

The ubiquity of smartphone usage in many people's lives make it a rich source of information about a person's mental and cognitive state. In this work we analyze 12 weeks of phone usage data from 113 older adults, 31 with diagnosed…

机器学习 · 计算机科学 2019-11-14 Jonas Rauber , Emily B. Fox , Leon A. Gatys

Understanding everyday life behavior of young adults through personal devices, e.g., smartphones and smartwatches, is key for various applications, from enhancing the user experience in mobile apps to enabling appropriate interventions in…

Robot-assisted feeding enables people with disabilities who require assistance eating to enjoy a meal independently and with dignity. However, existing systems have only been tested in-lab or in-home, leaving in-the-wild social dining…

机器人学 · 计算机科学 2026-02-18 Atharva S Kashyap , Ugne Aleksandra Morkute , Patricia Alves-Oliveira

Socio-economic indicators provide context for assessing a country's overall condition. These indicators contain information about education, gender, poverty, employment, and other factors. Therefore, reliable and accurate information is…

计算机与社会 · 计算机科学 2023-02-07 Rahul Goel , Angelo Furno , Rajesh Sharma

Mobile phone usage provides a wealth of information, which can be used to better understand the demographic structure of a population. In this paper we focus on the population of Mexican mobile phone users. Our first contribution is an…

社会与信息网络 · 计算机科学 2015-11-23 Carlos Sarraute , Pablo Blanc , Javier Burroni

Food image classification serves as the foundation of image-based dietary assessment to predict food categories. Since there are many different food classes in real life, conventional models cannot achieve sufficiently high accuracy.…

计算机视觉与模式识别 · 计算机科学 2022-08-16 Xinyue Pan , Jiangpeng He , Andrew Peng , Fengqing Zhu

Malnutrition is a major public health concern in low-and-middle-income countries (LMICs). Understanding food and nutrient intake across communities, households and individuals is critical to the development of health policies and…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Frank Po Wen Lo , Modou L Jobarteh , Yingnan Sun , Jianing Qiu , Shuo Jiang , Gary Frost , Benny Lo

Consumer food waste, like many environmental behaviours, takes place in private, and is not directly subject to social monitoring. Nevertheless, social interactions can affect private opinions and behaviours. This paper builds an…

Understanding the mobility of humans and their devices is a fundamental problem in mobile computing. While there has been much work on empirical analysis of human mobility using mobile device data, prior work has largely assumed devices to…

计算机与社会 · 计算机科学 2020-05-19 Amee Trivedi , Jeremy Gummeson , Prashant Shenoy

Smart phone apps that enable users to easily track their diets have become widespread in the last decade. This has created an opportunity to discover new insights into obesity and weight loss by analyzing the eating habits of the users of…

机器学习 · 统计学 2016-12-02 Wesley Tansey , Edward W. Lowe , James G. Scott

Mobile phone use is an unfolding process by nature. In this study, it is explicated as two sequential processes: mobile sessions composed of an uninterrupted set of behaviors and mobile trajectories composed of mobile sessions and…

计算机与社会 · 计算机科学 2020-04-28 Tai-Quan Peng , Jonathan J. H. Zhu

Developing and enforcing study protocols is a foundational component of medical research. As study complexity for participant interactions increases, translating study protocols to supporting application code becomes challenging. A…

This technical report records the experiments of applying multiple machine learning algorithms for predicting eating and food purchasing behaviors of free-living individuals. Data was collected with accelerometer, global positioning system…

机器学习 · 计算机科学 2019-08-16 Jiayi Wang , Jiue-An Yang , Supun Nakandala , Arun Kumar , Marta M. Jankowska

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…

计算机与社会 · 计算机科学 2020-02-14 Marco De Nadai , Bruno Lepri , Nuria Oliver

Background: Mobile phone sensor technology has great potential in providing behavioral markers of mental health. However, this promise has not yet been brought to fruition. Objective: The objective of our study was to examine challenges…

计算机与社会 · 计算机科学 2018-08-01 Tjeerd W Boonstra , Jennifer Nicholas , Quincy JJ Wong , Frances Shaw , Samuel Townsend , Helen Christensen

Dietary intake data are routinely drawn upon to explore diet-health relationships. However, these data are often subject to measurement error, distorting the true relationships. Beyond measurement error, there are likely complex synergistic…

Collective decision-making arises from individual agents integrating their own personal observations with information obtained from social partners. In many biological systems that exhibit collective decision-making, the process by which…

定量方法 · 定量生物学 2026-04-28 Ling-Wei Kong , Naomi Ehrich Leonard , Andrew M. Hein

A common, yet regular, decision made by people, whether healthy or with any health condition, is to decide what to have in meals like breakfast, lunch, and dinner, consisting of a combination of foods for appetizer, main course, side…

人工智能 · 计算机科学 2024-06-21 Vansh Nagpal , Siva Likitha Valluru , Kausik Lakkaraju , Biplav Srivastava