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Related papers: A Recipe for Social Media Analysis

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Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, there have been many instances where corrupted users found ways to…

Social and Information Networks · Computer Science 2021-07-23 Tanveer Khan , Antonis Michalas

Social-media data provides increasing opportunities for automated analysis of large sets of textual documents. So far, automated tools have been developed to account for either the social networks between the participants of the debates, or…

Digital Libraries · Computer Science 2017-11-23 Iina Hellsten , Loet Leydesdorff

Political apathy and skepticism of traditional authorities are increasingly common, but social media creators (SMCs) capture the public's attention. Yet whether these seemingly-frivolous actors shape political attitudes and behaviors…

General Economics · Economics 2025-12-18 Kirill Chmel , Eunji Kim , John Marshall , Tiffany Fisher-Love , Nathaniel Lubin

Automated analysis of customer feedback on social media is hindered by three challenges: the high cost of annotated training data, the scarcity of evaluation sets, especially in multilingual settings, and privacy concerns that prevent data…

Computation and Language · Computer Science 2026-04-21 Pierre-Carl Langlais , Pavel Chizhov , Yannick Detrois , Carlos Rosas Hinostroza , Ivan P. Yamshchikov , Bastien Perroy

The rising popularity of social media has radically changed the way news content is propagated, including interactive attempts with new dimensions. To date, traditional news media such as newspapers, television and radio have already…

Social and Information Networks · Computer Science 2018-09-18 Praboda Rajapaksha , Reza Farahbakhsh , Noel Crespi , Bruno Defude

Studies conducted on financial market prediction lack a comprehensive feature set that can carry a broad range of contributing factors; therefore, leading to imprecise results. Furthermore, while cooperating with the most recent innovations…

Computational Engineering, Finance, and Science · Computer Science 2024-05-17 Amirhossein Aminimehr , Amin Aminimehr , Hamid Moradi Kamali , Sauleh Eetemadi , Saeid Hoseinzade

Opinion dynamics is an important and very active area of research that delves into the complex processes through which individuals form and modify their opinions within a social context. The ability to comprehend and unravel the mechanisms…

Physics and Society · Physics 2025-03-19 Giacomo Albi , Elisa Calzola , Giacomo Dimarco

Fashion is a multi-billion dollar industry with social and economic implications worldwide. To gain popularity, brands want to be represented by the top popular models. As new faces are selected using stringent (and often criticized)…

Computers and Society · Computer Science 2017-03-07 Jaehyuk Park , Giovanni Luca Ciampaglia , Emilio Ferrara

In this study, we closely look at the use of social media contents as source or reference in the U.S. news media. Specifically, we examine about 60 thousand news articles published within the 5 years period of 2013-2017 by 153 U.S. media…

Social and Information Networks · Computer Science 2018-11-01 Md Main Uddin Rony , Mohammad Yousuf , Naeemul Hassan

Social media platforms enable the rapid dissemination and consumption of information. However, users instantly consume such content regardless of the reliability of the shared data. Consequently, the latter crowdsourcing model is exposed to…

Computation and Language · Computer Science 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan Carlos Burguillo

With the advancement of web technology and its growth, there is a huge volume of data present in the web for internet users and a lot of data is generated too. Internet has become a platform for online learning, exchanging ideas and sharing…

Computation and Language · Computer Science 2016-11-04 Vishal. A. Kharde , Prof. Sheetal. Sonawane

We study the problem of analyzing influence of various factors affecting individual messages posted in social media. The problem is challenging because of various types of influences propagating through the social media network that act…

Social and Information Networks · Computer Science 2012-05-08 Himabindu Lakkaraju , Indrajit Bhattacharya , Chiranjib Bhattacharyya

Understanding how political attention is divided and over what subjects is crucial for research on areas such as agenda setting, framing, and political rhetoric. Existing methods for measuring attention, such as manual labeling according to…

Social and Information Networks · Computer Science 2019-09-19 Libby Hemphill , Angela M. Schöpke-Gonzalez

Predicting how a user responds to news events enables important applications such as allowing intelligent agents or content producers to estimate the effect on different communities and revise unreleased messages to prevent unexpected bad…

Computation and Language · Computer Science 2023-05-29 Chenkai Sun , Jinning Li , Hou Pong Chan , ChengXiang Zhai , Heng Ji

Social movements supporting the UN's Sustainable Development Goals (SDGs) play a vital role in improving human lives. If journalists were aware of the relationship between social movements and external events, they could provide more…

Social and Information Networks · Computer Science 2026-01-30 Valerio La Gatta , Marco Postiglione , Jeremy Gilbert , Daniel W. Linna , Morgan Manella Greenfield , Aaron Shaw , V. S. Subrahmanian

Estimating influence on social media networks is an important practical and theoretical problem, especially because this new medium is widely exploited as a platform for disinformation and propaganda. This paper introduces a novel approach…

Social and Information Networks · Computer Science 2018-09-06 Steven T. Smith , Edward K. Kao , Danelle C. Shah , Olga Simek , Donald B. Rubin

Sentiment analysis of social media data consists of attitudes, assessments, and emotions which can be considered a way human think. Understanding and classifying the large collection of documents into positive and negative aspects are a…

Computation and Language · Computer Science 2020-07-16 Aditya Sharma , Alex Daniels

The present study argues that political communication on social media is mediated by a platform's digital architecture, defined as the technical protocols that enable, constrain, and shape user behavior in a virtual space. A framework for…

Social and Information Networks · Computer Science 2019-04-17 Michael Bossetta

Mental disorders such as depression and suicidal ideation are hazardous, affecting more than 300 million people over the world. However, on social media, mental disorder symptoms can be observed, and automated approaches are increasingly…

Information Retrieval · Computer Science 2023-01-26 Ramin Safa , S. A. Edalatpanah , Ali Sorourkhah

Mental disorders represent a critical global health challenge, and social media is increasingly viewed as a vital resource for real-time digital phenotyping and intervention. To leverage this data, large language models (LLMs) have been…

Computation and Language · Computer Science 2025-12-23 Zhuohan Ge , Darian Li , Yubo Wang , Nicole Hu , Xinyi Zhu , Haoyang Li , Xin Zhang , Mingtao Zhang , Shihao Qi , Yuming Xu , Han Shi , Chen Jason Zhang , Qing Li
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