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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

Diet plays a crucial role in managing chronic conditions and overall well-being. As people become more selective about their food choices, finding recipes that meet dietary needs is important. Ingredient substitution is key to adapting…

计算机与社会 · 计算机科学 2025-01-07 Hyunwook Kim , Revathy Venkataramanan , Amit Sheth

Given that measuring food consumption at a population scale is a challenging task, researchers have begun to explore digital traces (e.g., from social media or from food-tracking applications) as potential proxies. However, it remains…

社会与信息网络 · 计算机科学 2022-08-31 Kristina Gligorić , Irena Đorđević , Robert West

Current research in food analysis primarily concentrates on tasks such as food recognition, recipe retrieval and nutrition estimation from a single image. Nevertheless, there is a significant gap in exploring the impact of food intake on…

多媒体 · 计算机科学 2024-09-26 Yinxuan Gui , Bin Zhu , Jingjing Chen , Chong-Wah Ngo , Yu-Gang Jiang

Human beings are creatures of habit. In their daily life, people tend to repeatedly consume similar types of food items over several days and occasionally switch to consuming different types of items when the consumptions become overly…

信息检索 · 计算机科学 2020-10-28 Yue Liu , Helena Lee , Palakorn Achananuparp , Ee-Peng Lim , Tzu-Ling Cheng , Shou-De Lin

Food and nutrition occupy an increasingly prevalent space on the web, and dishes and recipes shared online provide an invaluable mirror into culinary cultures and attitudes around the world. More specifically, ingredients, flavors, and…

Data fusion describes the method of combining data from (at least) two initially independent data sources to allow for joint analysis of variables which are not jointly observed. The fundamental idea is to base inference on identifying…

统计方法学 · 统计学 2020-12-02 Florian Meinfelder , Jannik Schaller

Social influence is a strong determinant of food consumption, which in turn influences health. Although consistent observations have been made on the role of social factors in driving similarities in food consumption, much less is known…

计算机与社会 · 计算机科学 2023-08-31 Kristina Gligoric , Arnaud Chiolero , Emre Kıcıman , Ryen W. White , Eric Horvitz , Robert West

The recording and sharing of cooking recipes, a human activity dating back thousands of years, naturally became an early and prominent social use of the web. The resulting online recipe collections are repositories of ingredient…

社会与信息网络 · 计算机科学 2015-03-19 Chun-Yuen Teng , Yu-Ru Lin , Lada A. Adamic

Humans inevitably develop a sense of the relationships between objects, some of which are based on their appearance. Some pairs of objects might be seen as being alternatives to each other (such as two pairs of jeans), while others may be…

计算机视觉与模式识别 · 计算机科学 2015-06-17 Julian McAuley , Christopher Targett , Qinfeng Shi , Anton van den Hengel

Previous likelihood-based linear modeling of nutritional data has been limited by the availability of software that allows flexible error structures in the data. We demonstrate the use of a Bayesian modeling approach to the analysis of such…

统计理论 · 数学 2007-06-13 Andrew Lawson , Daniela Nitcheva

Food is an integral part of our lives, cultures, and well-being, and is of major interest to public health. The collection of daily nutritional data involves keeping detailed diaries or periodic surveys and is limited in scope and reach.…

计算机与社会 · 计算机科学 2015-01-27 Sofiane Abbar , Yelena Mejova , Ingmar Weber

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

The cultural diversity of culinary practice, as illustrated by the variety of regional cuisines, raises the question of whether there are any general patterns that determine the ingredient combinations used in food today or principles that…

物理与社会 · 物理学 2011-11-28 Yong-Yeol Ahn , Sebastian E. Ahnert , James P. Bagrow , Albert-László Barabási

Food is an integral part of our life and what and how much we eat crucially affects our health. Our food choices largely depend on how we perceive certain characteristics of food, such as whether it is healthy, delicious or if it qualifies…

计算机与社会 · 计算机科学 2017-02-22 Ferda Ofli , Yusuf Aytar , Ingmar Weber , Raggi al Hammouri , Antonio Torralba

The development of automatic nutrition diaries, which would allow to keep track objectively of everything we eat, could enable a whole new world of possibilities for people concerned about their nutrition patterns. With this purpose, in…

计算机视觉与模式识别 · 计算机科学 2017-01-20 Marc Bolaños , Petia Radeva

Everyone eats. However, people do not always know what to eat. They need a little help and inspiration. Consequently, a number of apps, services, and programs have developed recommenders around food. These cover food, meal, recipe, and…

信息检索 · 计算机科学 2018-09-18 Carl Anderson

Automatically constructing a food diary that tracks the ingredients consumed can help people follow a healthy diet. We tackle the problem of food ingredients recognition as a multi-label learning problem. We propose a method for adapting a…

计算机视觉与模式识别 · 计算机科学 2017-07-28 Marc Bolaños , Aina Ferrà , Petia Radeva

An important part of cooking with computers is using statistical methods to create new, flavorful ingredient combinations. The flavor pairing hypothesis states that culinary ingredients with common chemical flavor components combine well to…

物理与社会 · 物理学 2013-07-31 Kush R. Varshney , Lav R. Varshney , Jun Wang , Daniel Myers

This research focuses on developing advanced methods for assessing similarity between recipes by combining different sources of information and analytical approaches. We explore the semantic, lexical, and domain similarity of food recipes,…

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