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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

In this paper, a method of modeling the dynamics of electronic discussions is proposed based on the so called FOPDT model (First Order Plus Dead Time) known from the process control. Knowledge of the model points to possibility of…

Social and Information Networks · Computer Science 2016-01-12 Petr Klan

This paper examines the interplay of opinion exchange dynamics and communication network formation. An opinion formation procedure is introduced which is based on an abstract representation of opinions as $k$--dimensional bit--strings.…

Adaptation and Self-Organizing Systems · Physics 2014-10-24 S. Banisch , T. Araújo , J. Louçã

In this paper, we propose a new model for continuous time opinion dynamics on an evolving network. As opposed to existing models, in which the network typically evolves by discretely adding or removing edges, we instead propose a model for…

Physics and Society · Physics 2023-05-17 Andrew J. Nugent , Susana N. Gomes , Marie-Therese Wolfram

Group discussions are essential for organizing every aspect of modern life, from faculty meetings to senate debates, from grant review panels to papal conclaves. While costly in terms of time and organization effort, group discussions are…

Computation and Language · Computer Science 2016-04-27 Vlad Niculae , Cristian Danescu-Niculescu-Mizil

Conversations are an integral part of online social media, and gaining insights into these conversations is of significant value for many commercial as well as academic use cases. From a computational perspective, however, analyzing…

Social and Information Networks · Computer Science 2023-10-13 John Ziegler , Fabian Kneissl , Michael Gertz

How does information flow in online social networks? How does the structure and size of the information cascade evolve in time? How can we efficiently mine the information contained in cascade dynamics? We approach these questions…

Social and Information Networks · Computer Science 2010-11-18 Rumi Ghosh , Kristina Lerman

We propose a novel class of network models for temporal dyadic interaction data. Our goal is to capture a number of important features often observed in social interactions: sparsity, degree heterogeneity, community structure and…

Machine Learning · Statistics 2018-10-30 Xenia Miscouridou , François Caron , Yee Whye Teh

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

Online debate forums provide users a platform to express their opinions on controversial topics while being exposed to opinions from diverse set of viewpoints. Existing work in Natural Language Processing (NLP) has shown that linguistic…

Computation and Language · Computer Science 2020-10-08 Jialu Li , Esin Durmus , Claire Cardie

We present a structured random-walk model that captures key aspects of how people communicate in groups. Our model takes the form of a correlated L\'{e}vy flight that quantifies the balance between focused discussion of an idea and…

Social and Information Networks · Computer Science 2018-12-12 William H. W. Thompson , Zachary Wojtowicz , Simon DeDeo

Modeling user engagement dynamics on social media has compelling applications in user-persona detection and political discourse mining. Most existing approaches depend heavily on knowledge of the underlying user network. However, a large…

Social and Information Networks · Computer Science 2020-06-16 Subhabrata Dutta , Sarah Masud , Soumen Chakrabarti , Tanmoy Chakraborty

How does political discourse spread in digital networks? Can we empirically test if certain conceptual frames of social movements have a correlate on their online discussion networks? Through an analysis of the Twitter data from the Occupy…

Social and Information Networks · Computer Science 2013-08-07 Jorge Fabrega , Javier Sajuria

Social Network sites are fertile ground for several polluting phenomena affecting online and offline spaces. Among these phenomena are included echo chambers, closed systems in which the opinions expressed by the people inside are…

Social and Information Networks · Computer Science 2024-01-22 Erica Cau , Virginia Morini , Giulio Rossetti

People's interests and people's social relationships are intuitively connected, but understanding their interplay and whether they can help predict each other has remained an open question. We examine the interface of two decisive…

Social and Information Networks · Computer Science 2013-03-29 Daniel M. Romero , Chenhao Tan , Johan Ugander

Social media platforms promise to enable rich and vibrant conversations online; however, their potential is often hindered by antisocial behaviors. In this paper, we study the relationship between structure and toxicity in conversations on…

Social and Information Networks · Computer Science 2021-10-13 Martin Saveski , Brandon Roy , Deb Roy

The last decade has seen great progress in both dynamic network modeling and topic modeling. This paper draws upon both areas to create a Bayesian method that allows topic discovery to inform the latent network model and the network…

Social and Information Networks · Computer Science 2018-08-24 Teague Henry , David Banks , Christine Chai , Derek Owens-Oas

We explore linguistic and behavioral features of dogmatism in social media and construct statistical models that can identify dogmatic comments. Our model is based on a corpus of Reddit posts, collected across a diverse set of…

Computation and Language · Computer Science 2016-09-05 Ethan Fast , Eric Horvitz

Platforms like Reddit and Twitter offer internet users an opportunity to talk about diverse issues, including those pertaining to physical and mental health. Some of these forums also function as a safe space for severely distressed mental…

Social and Information Networks · Computer Science 2020-07-21 Sagar Joglekar , Sumithra Velupillai , Rina Dutta , Nishanth Sastry

This paper investigates a model of opinion formation on an adaptive social network, consisting of a system of coupled ordinary differential equations for individuals' opinions and corresponding network edge weights. A key driver of the…

Physics and Society · Physics 2026-02-04 Andrew Nugent , Carmen Calatayud Fernandez , Susana N. Gomes