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Predicting the popularity of online content has attracted much attention in the past few years. In news rooms, for instance, journalists and editors are keen to know, as soon as possible, the articles that will bring the most traffic into…

Information Retrieval · Computer Science 2018-07-18 Sofiane Abbar , Carlos Castillo , Antonio Sanfilippo

The characterization and understanding of online social network behavior is of importance from both the points of view of fundamental research and realistic utilization. In this manuscript, we propose a stochastic differential equation to…

Physics and Society · Physics 2017-10-10 Jun-Shan Pan , Yuan-Qi Li , Xiang Liu , Han-Ping Hu , Yong Hu

Sina Weibo, China's most popular microblogging platform, is currently used by over $500M$ users and is considered to be a proxy of Chinese social life. In this study, we contrast the discussions occurring on Sina Weibo and on Chinese…

Social and Information Networks · Computer Science 2016-04-13 Qian Zhang , Bruno Gonçalves

The increasing popularity of social media platforms makes it important to study user engagement, which is a crucial aspect of any marketing strategy or business model. The over-saturation of content on social media platforms has persuaded…

Machine Learning · Computer Science 2021-10-19 Viswanatha Reddy G , Chaitanya B S N , Prathyush P , Sumanth M , Mrinalini C , Dileep Kumar P , Snehasis Mukherjee

Social media popularity prediction task aims to predict the popularity of posts on social media platforms, which has a positive driving effect on application scenarios such as content optimization, digital marketing and online advertising.…

Social and Information Networks · Computer Science 2025-03-07 Yijie Xu , Bolun Zheng , Wei Zhu , Hangjia Pan , Yuchen Yao , Ning Xu , Anan Liu , Quan Zhang , Chenggang Yan

Online popularity has enormous impact on opinions, culture, policy, and profits. We provide a quantitative, large scale, temporal analysis of the dynamics of online content popularity in two massive model systems, the Wikipedia and an…

On social media sharing platforms, some posts are inherently destined for popularity. Therefore, understanding the reasons behind this phenomenon and predicting popularity before post publication holds significant practical value. The…

Social and Information Networks · Computer Science 2024-10-15 Zhizhen Zhang , Ruihong Qiu , Xiaohui Xie

In this paper, we propose a method of ranking recently created Twitter accounts according to their prospective popularity. Early detection of new promising accounts is useful for trend prediction, viral marketing, user recommendation, and…

Social and Information Networks · Computer Science 2015-12-09 Daichi Imamori , Keishi Tajima

We present a method for accurately predicting the long time popularity of online content from early measurements of user access. Using two content sharing portals, Youtube and Digg, we show that by modeling the accrual of views and votes on…

Computers and Society · Computer Science 2008-11-06 Gabor Szabo , Bernardo A. Huberman

Microblogging platforms constitute a popular means of real-time communication and information sharing. They involve such a large volume of user-generated content that their users suffer from an information deluge. To address it, numerous…

Information Retrieval · Computer Science 2019-01-18 Efi Karra Taniskidou , George Papadakis , George Giannakopoulos , Manolis Koubarakis

How does network structure affect diffusion? Recent studies suggest that the answer depends on the type of contagion. Complex contagions, unlike infectious diseases (simple contagions), are affected by social reinforcement and homophily.…

Social and Information Networks · Computer Science 2013-11-12 Lilian Weng , Filippo Menczer , Yong-Yeol Ahn

On social media platforms, like Twitter, users are often interested in gaining more influence and popularity by growing their set of followers, aka their audience. Several studies have described the properties of users on Twitter based on…

Social and Information Networks · Computer Science 2016-03-15 Przemyslaw A. Grabowicz , Mahmoudreza Babaei , Juhi Kulshrestha , Ingmar W. Weber

Microblogging sites are important vehicles for the users to obtain information and shape public opinion thus they are arenas of continuous competition for popularity. Most popular topics are usually indicated on ranking lists. In this…

Social and Information Networks · Computer Science 2023-07-19 Hao Cui , János Kertész

Predicting the popularity of items in rating networks is an interesting but challenging problem. This is especially so when an item has first appeared and has received very few ratings. In this paper, we propose a novel approach to…

Social and Information Networks · Computer Science 2015-09-18 J. Liebig , A. Rao

A main characteristic of social media is that its diverse content, copiously generated by both standard outlets and general users, constantly competes for the scarce attention of large audiences. Out of this flood of information some topics…

Physics and Society · Physics 2011-12-21 Chunyan Wang , Bernardo A. Huberman

Information spread in social media depends on a number of factors, including how the site displays information, how users navigate it to find items of interest, users' tastes, and the `virality' of information, i.e., its propensity to be…

Social and Information Networks · Computer Science 2015-02-03 Jeon-Hyung Kang , Kristina Lermam

I find that several models for information sharing in social networks can be interpreted as age-dependent multi-type branching processes, and build them independently following Sewastjanow. This allows to characterize criticality in (real…

Physics and Society · Physics 2021-05-21 Eberhard Mayerhofer

The ability to model and predict the popularity dynamics of individual user generated items on online media has important implications in a wide range of areas. In this paper, we propose a probabilistic model using a Self-Excited Hawkes…

Social and Information Networks · Computer Science 2015-03-11 Peng Bao , Hua-Wei Shen , Xiaolong Jin , Xue-Qi Cheng

Social Media Popularity Prediction has drawn a lot of attention because of its profound impact on many different applications, such as recommendation systems and multimedia advertising. Despite recent efforts to leverage the content of…

Multimedia · Computer Science 2023-07-31 Zhizhen Zhang , Xiaohui Xie , Mengyu Yang , Ye Tian , Yong Jiang , Yong Cui

We predict the popularity of short messages called tweets created in the micro-blogging site known as Twitter. We measure the popularity of a tweet by the time-series path of its retweets, which is when people forward the tweet to others.…

Social and Information Networks · Computer Science 2014-11-25 Tauhid Zaman , Emily B. Fox , Eric T. Bradlow