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Different people and cultures associate different emotional states to different parts and spaces of cities. These vary according to individuals, their cultures and also to the time of day, day of week, season, special occasions and more.…

Human-Computer Interaction · Computer Science 2014-12-19 Salvatore Iaconesi , Oriana Persico

Twitter is often used in quantitative studies that identify geographically-preferred topics, writing styles, and entities. These studies rely on either GPS coordinates attached to individual messages, or on the user-supplied location field…

Computation and Language · Computer Science 2015-08-25 Umashanthi Pavalanathan , Jacob Eisenstein

Today, many users are actively using Twitter to express their opinions and to share information. Thanks to the availability of the data, researchers have studied behaviours and social networks of these users. International migration studies…

Social and Information Networks · Computer Science 2021-03-08 Jisu Kim , Alina Sîrbu , Fosca Giannotti , Giulio Rossetti

The massive popularity of online social media provides a unique opportunity for researchers to study the linguistic characteristics and patterns of user's interactions. In this paper, we provide an in-depth characterization of language…

Social and Information Networks · Computer Science 2017-05-12 Pantelis Vikatos , Johnnatan Messias , Manoel Miranda , Fabricio Benevenuto

The wide use of social media sites and other digital technologies have resulted in an unprecedented availability of digital data that are being used to study human behavior across research domains. Although unsolicited opinions and…

Social and Information Networks · Computer Science 2018-06-01 Nina Cesare , Christan Grant , Quynh Nguyen , Hedwig Lee , Elaine O. Nsoesie

Recent studies suggest social media activity can function as a proxy for measures of state-level public health, detectable through natural language processing. We present results of our efforts to apply this approach to estimate…

Social media-transmitted online information, which is associated with emotional expressions, shapes our thoughts and actions. In this study, we incorporate social network theories and analyses and use a computational approach to investigate…

General Economics · Economics 2022-03-10 Yifan Yu , Shan Huang , Yuchen Liu , Yong Tan

Online social connections occur within a specific conversational context. Prior work in network analysis of social media data attempts to contextualize data through filtering. We propose a method of contextualizing online conversational…

Social and Information Networks · Computer Science 2022-07-27 Thomas Magelinski , Kathleen M. Carley

Social networks are the main resources to gather information about people's opinion and sentiments towards different topics as they spend hours daily on social media and share their opinion. In this technical paper, we show the application…

Information Retrieval · Computer Science 2017-12-19 Hamid Bagheri , Md Johirul Islam

Computer-mediated communication is driving fundamental changes in the nature of written language. We investigate these changes by statistical analysis of a dataset comprising 107 million Twitter messages (authored by 2.7 million unique user…

Computation and Language · Computer Science 2014-11-25 Jacob Eisenstein , Brendan O'Connor , Noah A. Smith , Eric P. Xing

Online social spaces are increasingly salient contexts for associative tie formation. However, the racial composition of associative networks within most of these spaces has yet to be examined. In this paper, we use data from the social…

Social and Information Networks · Computer Science 2017-05-15 Nina Cesare , Hedwig Lee , Tyler McCormick , Emma S. Spiro

Previous work has found strong links between the choice of social media images and users' emotions, demographics and personality traits. In this study, we examine which attributes of profile and posted images are associated with depression…

Human-Computer Interaction · Computer Science 2019-04-05 Sharath Chandra Guntuku , Daniel Preotiuc-Pietro , Johannes C. Eichstaedt , Lyle H. Ungar

Researchers since at least Darwin have debated whether and to what extent emotions are universal or culture-dependent. However, previous studies have primarily focused on facial expressions and on a limited set of emotions. Given that…

Computation and Language · Computer Science 2013-04-30 Eugene Yuta Bann , Joanna J. Bryson

A body of literature has demonstrated that users' mental health conditions, such as depression and anxiety, can be predicted from their social media language. There is still a gap in the scientific understanding of how psychological stress…

Computation and Language · Computer Science 2019-04-05 Sharath Chandra Guntuku , Anneke Buffone , Kokil Jaidka , Johannes Eichstaedt , Lyle Ungar

In the last decade, Social Media platforms such as Twitter have gained importance in the various marketing strategies of companies. This work aims to examine the presence of influential content on a textual level, by investigating…

Social and Information Networks · Computer Science 2022-02-17 Diana C. Hernandez-Bocanegra , Angela Borchert , Felix Brünker , Gautam Kishore Shahi , Björn Ross

Language change is a complex social phenomenon, revealing pathways of communication and sociocultural influence. But, while language change has long been a topic of study in sociolinguistics, traditional linguistic research methods rely on…

Computation and Language · Computer Science 2016-09-08 Rahul Goel , Sandeep Soni , Naman Goyal , John Paparrizos , Hanna Wallach , Fernando Diaz , Jacob Eisenstein

Recent research has shown the deep impact of the dynamics of human interactions (or temporal social networks) on the spreading of information, opinion formation, etc. In general, the bursty nature of human interactions lowers the…

Physics and Society · Physics 2015-06-16 Giovanna Miritello , Rubén Lara , Esteban Moro

We analyze a novel large-scale social-media-based measure of U.S. job satisfaction, constructed by applying a fine-tuned large language model to 2.6 billion georeferenced tweets, and link it to county-level labor market conditions…

General Economics · Economics 2025-12-08 Stefano M Iacus , Giuseppe Porro

In contemporary society, social media is deeply integrated into daily life, yet emotional expression often differs between real and online contexts. We studied the Persian community on X to explore this gap, designing a human-centered…

Human-Computer Interaction · Computer Science 2026-03-31 Sina Elahimanesh , Mohammadali Mohammadkhani , Shohreh Kasaei

The socioeconomic status of people depends on a combination of individual characteristics and environmental variables, thus its inference from online behavioral data is a difficult task. Attributes like user semantics in communication,…

Social and Information Networks · Computer Science 2019-01-17 Jacobo Levy Abitbol , Márton Karsai , Eric Fleury