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Leveraging social media data to understand people's lifestyle choices is an exciting domain to explore but requires a multiview formulation of the data. In this paper, we propose a joint embedding model based on the fusion of neural…

计算与语言 · 计算机科学 2021-04-19 Tunazzina Islam , Dan Goldwasser

Social media analytics allows us to extract, analyze, and establish semantic from user-generated contents in social media platforms. This study utilized a mixed method including a three-step process of data collection, topic modeling, and…

应用统计 · 统计学 2018-12-11 George Shaw , Amir Karami

An increasing number of people use wearables and other smart devices to quantify various health conditions, ranging from sleep patterns, to body weight, to heart rates. Of these Quantified Selfs many choose to openly share their data via…

社会与信息网络 · 计算机科学 2016-03-01 Yafei Wang , Ingmar Weber , Prasenjit Mitra

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

Multiview representation learning of data can help construct coherent and contextualized users' representations on social media. This paper suggests a joint embedding model, incorporating users' social and textual information to learn…

计算与语言 · 计算机科学 2023-07-04 Tunazzina Islam , Dan Goldwasser

A lack of information exists about the health issues of lesbian, gay, bisexual, transgender, and queer (LGBTQ) people who are often excluded from national demographic assessments, health studies, and clinical trials. As a result, medical…

社会与信息网络 · 计算机科学 2018-03-28 Frank Webb , Amir Karami , Vanessa Kitzie

Social media data has been increasingly used to study biomedical and health-related phenomena. From cohort level discussions of a condition to planetary level analyses of sentiment, social media has provided scientists with unprecedented…

计算机与社会 · 计算机科学 2020-09-17 Rion Brattig Correia , Ian B. Wood , Johan Bollen , Luis M. Rocha

Understanding the dynamics of social interactions is crucial to comprehend human behavior. The emergence of online social media has enabled access to data regarding people relationships at a large scale. Twitter, specifically, is an…

物理与社会 · 物理学 2022-09-07 Felipe Maciel Cardoso , Sandro Meloni , Andre Santanche , Yamir Moreno

Social media provide a platform for users to express their opinions and share information. Understanding public health opinions on social media, such as Twitter, offers a unique approach to characterizing common health issues such as…

社会与信息网络 · 计算机科学 2019-08-17 Amir Karami , Alicia A. Dahl , Gabrielle Turner-McGrievy , Hadi Kharrazi, , George Shaw

Twitter data has been shown broadly applicable for public health surveillance. Previous public health studies based on Twitter data have largely relied on keyword-matching or topic models for clustering relevant tweets. However, both…

计算与语言 · 计算机科学 2019-12-04 Xiaoyi Zhang , Rodoniki Athanasiadou , Narges Razavian

Although yoga is a multi-component practice to hone the body and mind and be known to reduce anxiety and depression, there is still a gap in understanding people's emotional state related to yoga in social media. In this study, we…

计算与语言 · 计算机科学 2021-04-19 Tunazzina Islam , Dan Goldwasser

Although there are millions of transgender people in the world, a lack of information exists about their health issues. This issue has consequences for the medical field, which only has a nascent understanding of how to identify and meet…

计算机与社会 · 计算机科学 2018-10-01 Amir Karami , Frank Webb , Vanessa L. Kitzie

As the world becomes more digitized and interconnected, information that was once considered to be private such as one's health status is now being shared publicly. To understand this new phenomenon better, it is crucial to study what types…

社会与信息网络 · 计算机科学 2015-10-19 Kunwoo Park , Ingmar Weber , Meeyoung Cha , Chul Lee

Social media based digital epidemiology has the potential to support faster response and deeper understanding of public health related threats. This study proposes a new framework to analyze unstructured health related textual data via…

社会与信息网络 · 计算机科学 2017-09-26 George Shaw , Amir Karami

With the widespread adoption of social media sites like Twitter and Facebook, there has been a shift in the way information is produced and consumed. Earlier, the only producers of information were traditional news organizations, which…

社会与信息网络 · 计算机科学 2017-10-19 Juhi Kulshrestha , Muhammad Bilal Zafar , Lisette Espin-Noboa , Krishna P. Gummadi , Saptarshi Ghosh

Health and fitness wearable technology has recently advanced, making it easier for an individual to monitor their behaviours. Previously self generated data interacts with the user to motivate positive behaviour change, but issues arise…

计算机与社会 · 计算机科学 2016-02-01 Katrin Hänsel , Natalie Wilde , Hamed Haddadi , Akram Alomainy

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

计算机与社会 · 计算机科学 2024-06-25 Xinyan Zhao , Chau-Wai Wong

Social media platforms provide convenient means for users to participate in multiple online activities on various contents and create fast widespread interactions. However, this rapidly growing access has also increased the diverse…

计算与语言 · 计算机科学 2023-07-04 Tunazzina Islam , Dan Goldwasser

Social media platforms contain a great wealth of information which provides opportunities for us to explore hidden patterns or unknown correlations, and understand people's satisfaction with what they are discussing. As one showcase, in…

信息检索 · 计算机科学 2017-05-24 Zhengkui Wang , Guangdong Bai , Soumyadeb Chowdhury , Quanqing Xu , Zhi Lin Seow

Obesity and diabetes epidemics are affecting about a third and tenth of US population, respectively, capturing the attention of the nation and its institutions. Social media provides an open forum for communication between individuals and…

社会与信息网络 · 计算机科学 2018-04-10 Yelena Mejova
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