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In this work, we tackle the problem of predicting entity popularity on Twitter based on the news cycle. We apply a supervised learn- ing approach and extract four types of features: (i) signal, (ii) textual, (iii) sentiment and (iv)…

Social and Information Networks · Computer Science 2016-07-12 Pedro Saleiro , Carlos Soares

Twitter, a popular social network, presents great opportunities for on-line machine learning research. However, previous research has focused almost entirely on learning from passively collected data. We study the problem of learning to…

Machine Learning · Statistics 2015-04-17 Nir Levine , Timothy A. Mann , Shie Mannor

How popular a topic or an opinion appears to be in a network can be very different from its actual popularity. For example, in an online network of a social media platform, the number of people who mention a topic in their posts---i.e., its…

Social and Information Networks · Computer Science 2020-03-25 Nazanin Alipourfard , Buddhika Nettasinghe , Andres Abeliuk , Vikram Krishnamurthy , Kristina Lerman

This paper uses a multi-layer network model to study deliberation in online discussion platforms, focusing on the Reddit platform. The model comprises two layers: a discussion layer, which represents the comment-to-comment replies as a…

Social and Information Networks · Computer Science 2024-10-30 Tianshu Gao , Mengbin Ye , Robert Ackland

Images become an important and prevalent way to express users' activities, opinions and emotions. In a social network, individual emotions may be influenced by others, in particular by close friends. We focus on understanding how users…

Social and Information Networks · Computer Science 2014-01-20 Xiaohui Wang , Jia Jia , Lianhong Cai , Jie Tang

Societal change is often driven by shifts in public opinion. As citizens evolve in their norms, beliefs, and values, public policies change too. While traditional opinion polling and surveys can outline the broad strokes of whether public…

Computers and Society · Computer Science 2025-07-16 Rachel Kim , Veniamin Veselovsky , Ashton Anderson

Social media comprises interactive applications and platforms for creating, sharing and exchange of user-generated contents. The past ten years have brought huge growth in social media, especially online social networking services, and it…

Social and Information Networks · Computer Science 2012-03-09 Sheng Yu , Subhash Kak

Several studies have shown that deep learning models can provide more accurate volatility forecasts than the traditional methods used within this domain. This paper presents a composite model that merges a deep learning approach with…

Machine Learning · Computer Science 2022-11-18 V Ncume , T. L van Zyl , A Paskaramoorthy

We present a study to analyze how word use can predict social engagement behaviors such as replies and retweets in Twitter. We compute psycholinguistic category scores from word usage, and investigate how people with different scores…

Social and Information Networks · Computer Science 2014-02-27 Jalal Mahmud , Jilin Chen , Jeffrey Nichols

Social media like Twitter provide a common platform to share and communicate personal experiences with other people. People often post their life experiences, local news, and events on social media to inform others. Many rescue agencies…

Computation and Language · Computer Science 2021-08-25 Ashis Kumar Chanda

Social media has become an essential part of the modern lifestyle, with its usage being highly prevalent. This has resulted in unprecedented amounts of data generated from users in social media, such as users' attitudes, opinions,…

Computation and Language · Computer Science 2022-11-04 Mohammad Wali Ur Rahman , Sicong Shao , Pratik Satam , Salim Hariri , Chris Padilla , Zoe Taylor , Carlos Nevarez

We consider the problem of how a platform designer, owner, or operator can improve the design and operation of a digital platform by leveraging a computational cognitive model that represents users's folk theories about a platform as a…

Information Theory · Computer Science 2023-05-08 Jordan W. Suchow , Lea Burton , Vahid Ashrafimoghari

The forum r/AmITheAsshole in Reddit hosts discussion on moral issues based on concrete narratives presented by users. Existing analysis of the forum focuses on its comments, and does not make the underlying data publicly available. In this…

Computation and Language · Computer Science 2022-01-28 Ion Stagkos Efstathiadis , Guilherme Paulino-Passos , Francesca Toni

As a means of modern communication tools, online discussion forums have become an increasingly popular platform that allows asynchronous online interactions. People share thoughts and opinions through posting threads and replies, which form…

Social and Information Networks · Computer Science 2020-03-17 Chen Ling , Ruiqi Wang , Guangmo Tong

Societal events shape the Internet's behavior. The death of a prominent public figure, a software launch, or a major sports match can trigger sudden demand surges that overwhelm peering points and content delivery networks. Although these…

Networking and Internet Architecture · Computer Science 2025-09-25 Jonatan Langlet , Mariano Scazzariello , Flavio Luciani , Marta Burocchi , Dejan Kostić , Marco Chiesa

The evolution of social media popularity exhibits rich temporality, i.e., popularities change over time at various levels of temporal granularity. This is influenced by temporal variations of public attentions or user activities. For…

Social and Information Networks · Computer Science 2018-01-19 Bo Wu , Wen-Huang Cheng , Yongdong Zhang , Tao Mei

The rate of terror attacks has surged over the past decade, resulting in the tragic and senseless loss or alteration of numerous lives. Offenders behind mass shootings, bombings, or other domestic terrorism incidents have historically…

Social and Information Networks · Computer Science 2023-11-28 Alana Cedeno , Rachel Liang , Sheikh Rabiul Islam

Philosophical accounts of persuasion often assume that shared evidence and rational argumentation should lead to a convergence of views between peers, yet everyday discourse often suggests otherwise. In this study, we use large language…

Computation and Language · Computer Science 2026-05-12 David Freeborn , Malihe Alikani , Anthony Sicilia

Online communities provide a fertile ground for analyzing people's behavior and improving our understanding of social processes. Because both people and communities change over time, we argue that analyses of these communities that take…

Social and Information Networks · Computer Science 2016-04-19 Samuel Barbosa , Dan Cosley , Amit Sharma , Roberto M. Cesar-Jr

The rise of social media platforms has led to an increase in polarised online discussions, especially on political and socio-cultural topics such as elections and climate change. We propose a simple and novel unsupervised method to predict…

Computation and Language · Computer Science 2024-03-27 Isabelle Lorge , Li Zhang , Xiaowen Dong , Janet B. Pierrehumbert