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Superdiversity refers to large cultural diversity in a population due to immigration. In this paper, we introduce a superdiversity index based on the changes in the emotional content of words used by a multi-cultural community, compared to…

Social and Information Networks · Computer Science 2022-04-25 Laura Pollacci , Alina Sirbu , Fosca Giannotti , Dino Pedreschi

Economists are showing increasing interest in the use of text as an input to economic research. Here, we analyse online text to construct a real time metric of welfare. For purposes of description, we call it the Feel Good Factor (FGF). The…

General Economics · Economics 2020-01-13 Rickard Nyman , Paul Ormerod

Compared to physical health, population mental health measurement in the U.S. is very coarse-grained. Currently, in the largest population surveys, such as those carried out by the Centers for Disease Control or Gallup, mental health is…

Investigating and classifying sentiments of social media users towards an item, situation, and system are very popular among the researchers. However, they rarely discuss the underlying socioeconomic factor associations for such sentiments.…

Information Retrieval · Computer Science 2020-07-02 Md. Mokhlesur Rahman , G. G. Md. Nawaz Ali , Xue Jun Li , Kamal Chandra Paul , Peter H. J. Chong

We study the causal effects of lockdown measures on uncertainty and sentiment on Twitter. To this end, we exploit the quasi-experimental framework created by the first COVID-19 lockdown in a high-income economy--the unexpected Italian…

Applications · Statistics 2023-06-05 C. Biliotti , F. J. Bargagli-Stoffi , N. Fraccaroli , M. Puliga , M. Riccaboni

We demonstrate the critical need to identify social situation and instability factors by acquiring public social satisfaction in this research. However, subject to the large amount of manual work cost in subject recruitment and data…

Computers and Society · Computer Science 2014-07-15 Shuotian Bai , Rui Gao , Bibo Hao , Sha Yuan , Tingshao Zhu

During the recent Coronavirus disease 2019 (COVID-19) outbreak, the microblogging service Twitter has been widely used to share opinions and reactions to events. Italy was one of the first European countries to be severely affected by the…

Social and Information Networks · Computer Science 2021-03-26 Gianpaolo Zammarchi , Francesco Mola , Claudio Conversano

The COVID-19 pandemic has led to the emergence of Long COVID, a cluster of symptoms that persist after infection. Long COVID patients may also experience mental health challenges, making it essential to understand individuals' emotional and…

Social and Information Networks · Computer Science 2023-07-18 Guocheng Feng , Huaiyu Cai , Wei Quan

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…

Computation and Language · Computer Science 2021-04-19 Tunazzina Islam , Dan Goldwasser

This paper describes a large global dataset on people's discourse and responses to the COVID-19 pandemic over the Twitter platform. From 28 January 2020 to 1 June 2022, we collected and processed over 252 million Twitter posts from more…

Computation and Language · Computer Science 2022-06-28 Raj Kumar Gupta , Ajay Vishwanath , Yinping Yang

In recent years, the proliferation of disinformation has become an issue against the backdrop of the spread of social media. In this study, we focus on socialbots, one of the causes of this problem, and analyze several domestic cases to…

Social and Information Networks · Computer Science 2026-03-05 Shuhei Ippa , Masaki Hashimoto

Social status refers to the relative position within the society. It is an important notion in sociology and related research. The problem of measuring social status has been studied for many years. Various indicators are proposed to assess…

Social and Information Networks · Computer Science 2016-04-12 Hao Fu , Xing Xie , Yong Rui , Defu Lian , Guangzhong Sun , Enhong Chen

While it has long been believed in psychology that weather somehow influences human's mood, the debates have been going on for decades about how they are correlated. In this paper, we try to study this long-lasting topic by harnessing a new…

Social and Information Networks · Computer Science 2014-11-03 Jiwei Li , Xun Wang , Eduard Hovy

Measuring public sentiment is a key task for researchers and policymakers alike. The explosion of available social media data allows for a more time-sensitive and geographically specific analysis than ever before. In this paper we analyze…

Physics and Society · Physics 2013-08-26 Karla Z. Bertrand , Maya Bialik , Kawandeep Virdee , Andreas Gros , Yaneer Bar-Yam

It's of great importance to measure happiness of social network users, but the existing method based on questionnaires suffers from high costs and low efficiency. This paper aims at identifying social network users' happiness level based on…

Social and Information Networks · Computer Science 2015-07-14 Jingying Wang , Tianli Liu , Tingshao Zhu , Lei Zhang , Bibo Hao , Zhenxiang Chen

Background: Studies examining how sentiment on social media varies depending on timing and location appear to produce inconsistent results, making it hard to design systems that use sentiment to detect localized events for public health…

Social and Information Networks · Computer Science 2019-05-16 Zubair Shah , Paige Martin , Enrico Coiera , Kenneth D. Mandl , Adam G. Dunn

Subjective well-being is a key metric in economic, medical, and policy decision-making. As artificial intelligence provides scalable tools for modelling human outcomes, it is crucial to evaluate whether large language models (LLMs) can…

Human-Computer Interaction · Computer Science 2025-07-09 Pat Pataranutaporn , Nattavudh Powdthavee , Chayapatr Archiwaranguprok , Pattie Maes

Social media data has been used for detecting users with mental disorders, such as depression. Despite the global significance of cross-cultural representation and its potential impact on model performance, publicly available datasets often…

Computation and Language · Computer Science 2024-10-16 Nuredin Ali , Charles Chuankai Zhang , Ned Mayo , Stevie Chancellor

Suicide is a global public health problem. Early detection of individual suicide risk plays a key role in suicide prevention. In this paper, we propose to look into individual suicide risk through time series analysis of personal linguistic…

Social and Information Networks · Computer Science 2015-12-01 Aiqi Zhang , Ang Li , Tingshao Zhu

The COVID-19 pandemic disrupted everyone's life across the world. In this work, we characterize the subjective wellbeing patterns of 112 cities across the United States during the pandemic prior to vaccine availability, as exhibited in…

Social and Information Networks · Computer Science 2022-08-24 MeiXing Dong , Ruixuan Sun , Laura Biester , Rada Mihalcea