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We study a two states opinion formation model driven by PageRank node influence and report an extensive numerical study on how PageRank affects collective opinion formations in large-scale empirical directed networks. In our model the…

Physics and Society · Physics 2015-06-09 Young-Ho Eom , Dima L. Shepelyansky

People nowadays express their opinions in online spaces, using different forms of interactions such as posting, sharing and discussing with one another. How do these digital traces change in response to events happening in the real world?…

Physics and Society · Physics 2025-03-13 Antonio Desiderio , Anna Mancini , Giulio Cimini , Riccardo Di Clemente

Social interactions in general are multifaceted and there exists a wide set of factors and events that influence them. In this paper, we quantify social interactions with a holistic viewpoint on individual experiences, particularly focusing…

Multiagent Systems · Computer Science 2020-09-29 Navin Raj Prabhu , Chirag Raman , Hayley Hung

There are many on-line settings in which users publicly express opinions. A number of these offer mechanisms for other users to evaluate these opinions; a canonical example is Amazon.com, where reviews come with annotations like "26 of 32…

Computation and Language · Computer Science 2009-06-24 Cristian Danescu-Niculescu-Mizil , Gueorgi Kossinets , Jon Kleinberg , Lillian Lee

How communities respond to diverse societal challenges, from economic crises to political upheavals, is shaped by their collective minds - shared representations of ongoing events and current topics. In turn, collective minds are shaped by…

Social and Information Networks · Computer Science 2025-04-14 Seungwoong Ha , Henrik Olsson , Kresimir Jaksic , Max Pellert , Mirta Galesic

The fundamental building block of social influence is for one person to elicit a response in another. Researchers measuring a "response" in social media typically depend either on detailed models of human behavior or on platform-specific…

Social and Information Networks · Computer Science 2013-02-19 Greg Ver Steeg , Aram Galstyan

Online comments play a crucial role in shaping public sentiment and opinion dynamics on social media. However, evaluating their popularity remains challenging, not only because it depends on linguistic quality, originality, and emotional…

Artificial Intelligence · Computer Science 2026-04-29 Yafeng Wu , Yunyao Zhang , Liliang Ye , Guiyi Zeng , Junqing Yu , Chen Xu , Zikai Song

Rather than using (proxies of) end user or expert judgment to decide on the ranking of information, this paper asks whether conversations about information quality might offer a feasible and valuable addition for ranking information. We…

Information Retrieval · Computer Science 2022-10-17 Frans van der Sluis

Does talking to others make people more accurate or less accurate on numeric estimates such as quantitative evaluations or probabilistic forecasts? Research on peer-to-peer communication suggests that discussion between people will usually…

General Economics · Economics 2025-05-01 Charlie Pilgrim , Joshua Becker

Social media, seen by some as the modern public square, is vulnerable to manipulation. By controlling inauthentic accounts impersonating humans, malicious actors can amplify disinformation within target communities. The consequences of such…

Computers and Society · Computer Science 2026-02-09 Bao Tran Truong , Xiaodan Lou , Alessandro Flammini , Filippo Menczer

Social Networking accounts for a significant chunk of interest among various online activities~\cite{smith2009social}. The proclivity of being social, online, has been ingrained in us so much that we are actively producing content for the…

Social and Information Networks · Computer Science 2017-02-27 Shubhanshu Gupta , Vaibhavi Desai , Harsh Thakkar

Many online platforms incorporate engagement signals, such as likes, into their interface design to boost engagement. However, these signals can unintentionally elevate content that may not support normatively desirable behavior, especially…

Human-Computer Interaction · Computer Science 2025-09-15 Yuchen Wu , Mingduo Zhao , John Canny

In the Internet era the information overload and the challenge to detect quality content has raised the issue of how to rank both resources and users in online communities. In this paper we develop a general ranking method that can…

Physics and Society · Physics 2016-09-23 Hao Liao , Giulio Cimini , Matus Medo

We hereby propose a model of opinion dynamics where individuals update their beliefs because of interactions in acquaintances' group. The model exhibit a non trivial behavior that we discuss as a function of the main involved parameters.…

Physics and Society · Physics 2008-08-04 Timoteo Carletti , Simone Righi

Recommendation systems have received considerable attention recently. However, most research has been focused on improving the performance of collaborative filtering (CF) techniques. Social networks, indispensably, provide us extra…

Information Retrieval · Computer Science 2013-05-21 Shang Shang , Pan Hui , Sanjeev R. Kulkarni , Paul W. Cuff

Increasingly, people use social media for their day-to-day interactions and as a source of information, even though much of this information is practically anonymous. This raises the question: does anonymous information influence its…

Social and Information Networks · Computer Science 2025-04-22 Boleslaw K. Szymanski , Brendan Cross , John Hulton , James Flamino , Chris Gaiteri , Jonathan Z. Bakdash

In the midst of the influencer marketing boom, more and more companies are shifting resources from real to virtual (or computer-generated) influencers. But while virtual influencers have the potential to engage consumers and drive action,…

Computers and Society · Computer Science 2023-01-25 Giovanni Luca Cascio Rizzo , Jonah Berger , Francisco Villarroel

In order to keep up with the demand of curating the deluge of crowd-sourced content, social media platforms leverage user interaction feedback to make decisions about which content to display, highlight, and hide. User interactions such as…

Social and Information Networks · Computer Science 2017-07-04 Maria Glenski , Tim Weninger

Scholars present their new research at seminars and conferences, and send drafts to peers, hoping to receive comments and suggestions that will improve the quality of their work. Using a dataset of papers published in economics journals,…

General Economics · Economics 2020-02-17 Asier Minondo

Increasingly people form opinions based on information they consume on online social media. As a result, it is crucial to understand what type of content attracts people's attention on social media and drive discussions. In this paper we…

Social and Information Networks · Computer Science 2017-05-09 Benjamin D. Horne , Sibel Adali , Sujoy Sikdar