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This paper introduces a temporal framework for detecting and clustering emergent and viral topics on social networks. Endogenous and exogenous influence on developing viral content is explored using a clustering method based on the a user's…

社会与信息网络 · 计算机科学 2018-11-20 Abbas Ehsanfar , Mo Mansouri

Social media are used as main discussion channels by millions of individuals every day. The content individuals produce in daily social-media-based micro-communications, and the emotions therein expressed, may impact the emotional states of…

社会与信息网络 · 计算机科学 2017-03-07 Emilio Ferrara , Zeyao Yang

Cascades of information-sharing are a primary mechanism by which content reaches its audience on social media, and an active line of research has studied how such cascades, which form as content is reshared from person to person, develop…

社会与信息网络 · 计算机科学 2016-02-04 Justin Cheng , Lada A Adamic , Jon Kleinberg , Jure Leskovec

In our overly-connected world, the automatic recognition of virality - the quality of an image or video to be rapidly and widely spread in social networks - is of crucial importance, and has recently awaken the interest of the computer…

计算机视觉与模式识别 · 计算机科学 2017-03-16 Xavier Alameda-Pineda , Andrea Pilzer , Dan Xu , Nicu Sebe , Elisa Ricci

Developers are increasingly sharing images in social coding environments alongside the growth in visual interactions within social networks. The analysis of the ratio between the textual and visual content of Mozilla's change requests and…

软件工程 · 计算机科学 2020-01-20 Maleknaz Nayebi

The ever-increasing amount of information flowing through Social Media forces the members of these networks to compete for attention and influence by relying on other people to spread their message. A large study of information propagation…

计算机与社会 · 计算机科学 2010-08-09 Daniel M. Romero , Wojciech Galuba , Sitaram Asur , Bernardo A. Huberman

This article charts the work of a 4 month project aimed at automatically identifying patterns of tweets popularity evolution using Machine Learning and Deep Learning techniques. To apprehend both the data and the extent of the problem, a…

机器学习 · 计算机科学 2023-01-04 Ferdinand Willemin

Feld's friendship paradox states that "your friends have more friends than you, on average." This paradox arises because extremely popular people, despite being rare, are overrepresented when averaging over friends. Using a sample of the…

社会与信息网络 · 计算机科学 2013-04-15 Nathan O. Hodas , Farshad Kooti , Kristina Lerman

Diffusion of information and viral content, social contagion and influence are still topics of broad evaluation. We have studied the information epidemic in a social networking platform in order compare different campaign setups. The goal…

社会与信息网络 · 计算机科学 2013-02-14 Andrzej Jarynowski , Jaroslaw Jankowski , Anita Zbieg

We present a many-body theory that explains and reproduces recent observations of population polarization dynamics, is supported by controlled human experiments, and addresses the controversy surrounding the Internet's impact. It predicts…

物理与社会 · 物理学 2017-12-19 N. F. Johnson , P. Manrique , M. Zheng , Z. Cao , J. Botero , S. Huang , N. Aden , C. Song , J. Leady , N. Velasquez , E. M. Restrepo

We introduce an original mathematical model to analyse the diffusion of posts within a generic online social platform. The main novelty is that each user is not simply considered as a node on the social graph, but is further equipped with…

社会与信息网络 · 计算机科学 2021-07-06 Anastasios Giovanidis , Bruno Baynat , Clémence Magnien , Antoine Vendeville

Social media, regarded as two-layer networks consisting of users and items, turn out to be the most important channels for access to massive information in the era of Web 2.0. The dynamics of human activity and item popularity is a crucial…

物理与社会 · 物理学 2014-03-03 Peng Zhang , Menghui Li , Liang Gao , Ying Fan , Zengru Di

Quantitative study of collective dynamics in online social networks is a new challenge based on the abundance of empirical data. Conclusions, however, may depend on factors as user's psychology profiles and their reasons to use the online…

物理与社会 · 物理学 2012-06-29 Milovan Suvakov , Marija Mitrovic , Vladimir Gligorijevic , Bosiljka Tadic

Social networks have emerged as a critical factor in information dissemination, search, marketing, expertise and influence discovery, and potentially an important tool for mobilizing people. Social media has made social networks ubiquitous,…

计算机与社会 · 计算机科学 2010-03-16 Kristina Lerman , Rumi Ghosh

We introduce an original mathematical model to analyze the diffusion of posts within a generic online social platform. Each user of such a platform has his own Wall and Newsfeed, as well as his own self-posting and re-posting activity. As a…

网络与互联网体系结构 · 计算机科学 2019-06-25 Anastasios Giovanidis , Bruno Baynat , Antoine Vendeville

Social Networks allow users to self-present by sharing personal contents with others which may add comments. Recent studies highlighted how the emotions expressed in a post affect others' posts, eliciting a congruent emotion. So far, no…

社会与信息网络 · 计算机科学 2016-07-26 Andrea Guazzini , Elisa Guidi , Cristina Cecchini , Monica Milani , Daniele Vilone , Patrizia Meringolo

Members of different political groups not only disagree about issues but also dislike and distrust each other. While social media can amplify this emotional divide -- called affective polarization by political scientists -- there is a lack…

社会与信息网络 · 计算机科学 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

Misinformation on social media presents a major threat to modern societies. While previous research has analyzed the virality across true and false social media posts, not every misleading post is necessarily equally viral. Rather,…

社会与信息网络 · 计算机科学 2023-03-09 Chiara Drolsbach , Nicolas Pröllochs

We draw a parallel between hashtag time series and neuron spike trains. In each case, the process presents complex dynamic patterns including temporal correlations, burstiness, and all other types of nonstationarity. We propose the adoption…

社会与信息网络 · 计算机科学 2015-08-03 Ceyda Sanlı , Renaud Lambiotte

With a growing number of social apps, people have become increasingly willing to share their everyday photos and events on social media platforms, such as Facebook, Instagram, and WeChat. In social media data mining, post popularity…

社会与信息网络 · 计算机科学 2019-01-23 Zhongping Zhang , Tianlang Chen , Zheng Zhou , Jiaxin Li , Jiebo Luo