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This survey draws a broad-stroke, panoramic picture of the State of the Art (SoTA) of the research in generative methods for the analysis of social media data. It fills a void, as the existing survey articles are either much narrower in…

Social and Information Networks · Computer Science 2021-12-15 Stan Matwin , Aristides Milios , Paweł Prałat , Amilcar Soares , François Théberge

Research interest on Online Social Networks (OSNs), has increased dramatically over the last decade, mainly because online networks provide a vast source of social information. Graph structure, user connections, growth, information exposure…

Social and Information Networks · Computer Science 2015-06-05 Giannis Haralabopoulos

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…

Networking and Internet Architecture · Computer Science 2019-06-25 Anastasios Giovanidis , Bruno Baynat , Antoine Vendeville

With the exponential growth in the usage of social media to share live updates about life, taking pictures has become an unavoidable phenomenon. Individuals unknowingly create a unique knowledge base with these images. The food images, in…

Computer Vision and Pattern Recognition · Computer Science 2020-03-20 Nitish Nag , Bindu Rajanna , Ramesh Jain

Online social media provide multiple ways to find interesting content. One important method is highlighting content recommended by user's friends. We examine this process on one such site, the news aggregator Digg. With a stochastic model…

Computers and Society · Computer Science 2012-02-02 Tad Hogg , Kristina Lerman

The proliferation of media sharing and social networking websites has brought with it vast collections of site-specific user generated content. The result is a Social Networking Divide in which the concepts and structure common across…

Information Retrieval · Computer Science 2008-12-25 Avare Stewart , Ernesto Diaz-Aviles , Wolfgang Nejdl

We describe our work in the collection and analysis of massive data describing the connections between participants to online social networks. Alternative approaches to social network data collection are defined and evaluated in practice,…

Social and Information Networks · Computer Science 2011-06-01 Salvatore A. Catanese , Pasquale De Meo , Emilio Ferrara , Giacomo Fiumara , Alessandro Provetti

With the advancement of web technology and its growth, there is a huge volume of data present in the web for internet users and a lot of data is generated too. Internet has become a platform for online learning, exchanging ideas and sharing…

Computation and Language · Computer Science 2016-11-04 Vishal. A. Kharde , Prof. Sheetal. Sonawane

This paper presents a quantitative study of Twitter, one of the most popular micro-blogging services, from the perspective of user influence. We crawl several datasets from the most active communities on Twitter and obtain 20.5 million user…

Social and Information Networks · Computer Science 2013-07-17 Huy Nguyen , Rong Zheng

A social networking site is an on-line service that attracts a society of subscribers and provides such users with a multiplicity of tools for distribution personal data and creating subscribers generated content directed to a given users…

Social and Information Networks · Computer Science 2014-02-21 Shafii Muhammad Abdulhamid , Hassan Abdulazeez , Ochoche Abraham , Umar Mohammed

Broadcasts and timelines are the primary mechanism of information exchange in online social platforms today. Services like Facebook, Twitter and Instagram have enabled ordinary people to reach large audiences spanning cultures and…

Social and Information Networks · Computer Science 2016-10-20 Emaad Manzoor , Haewoon Kwak , Panos Kalnis

A large amount of content is generated everyday in social media. One of the main goals of content creators is to spread their information to a large audience. There are many factors that affect information spread, such as posting time,…

Social and Information Networks · Computer Science 2019-08-26 Nagendra Kumar , Gopi Ande , J. Shirish Kumar , Manish Singh

Internet social networks have become a ubiquitous application allowing people to easily share text, pictures, and audio and video files. Popular networks include WhatsApp, Facebook, Reddit and LinkedIn. We present an extensive study of the…

Computers and Society · Computer Science 2018-02-13 Avi Rosenfeld , Sigal Sina , David Sarne , Or Avidov , Sarit Kraus

In recent years, social media changed the way individuals participate in social movements. While activists demonstrate on the street to fight for a public goal, members of specific movements can also act collective online. Thus, different…

Social and Information Networks · Computer Science 2019-12-23 Felix Brünker , Fabian Deitelhoff , Milad Mirbabaie

The role of social media in fashion industry has been blooming as the years have continued on. In this work, we investigate sentiment analysis for fashion related posts in social media platforms. There are two main challenges of this task.…

Computation and Language · Computer Science 2021-11-16 Yifei Yuan , Wai Lam

Social network has gained remarkable attention in the last decade. Accessing social network sites such as Twitter, Facebook LinkedIn and Google+ through the internet and the web 2.0 technologies has become more affordable. People are…

Social and Information Networks · Computer Science 2023-06-22 Mariam Adedoyin-Olowe , Mohamed Medhat Gaber , Frederic Stahl

Tumblr, as one of the most popular microblogging platforms, has gained momentum recently. It is reported to have 166.4 millions of users and 73.4 billions of posts by January 2014. While many articles about Tumblr have been published in…

Social and Information Networks · Computer Science 2014-08-01 Yi Chang , Lei Tang , Yoshiyuki Inagaki , Yan Liu

This dissertation is based on five empirical research articles investigating the different latent factors that motivate and hinder the process of digital-photo interaction in computer-mediated platforms. Study I examine the current…

Human-Computer Interaction · Computer Science 2017-02-08 Aqdas Malik

Social graphs, representing online friendships among users, are one of the fundamental types of data for many applications, such as recommendation, virality prediction and marketing in social media. However, this data may be unavailable due…

Social and Information Networks · Computer Science 2017-02-16 Xiaopeng Li , Ming Cheung , James She

With the growing use of popular social media services like Facebook and Twitter it is challenging to collect all content from the networks without access to the core infrastructure or paying for it. Thus, if all content cannot be collected…

Social and Information Networks · Computer Science 2017-12-15 Fredrik Erlandsson , Piotr Bródka , Martin Boldt , Henric Johnson