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Patterns of event propagation in online social networks provide novel insights on the modeling and analysis of information dissemination over networks and physical systems. This paper studies the importance of follower links for event…

Social and Information Networks · Computer Science 2018-07-20 Pin-Yu Chen , Chun-Chen Tu , Pai-Shun Ting , Ya-Yun Lo , Danai Koutra , Alfred O. Hero

One of the major sources of trending news, events and opinion in the current age is micro blogging. Twitter, being one of them, is extensively used to mine data about public responses and event updates. This paper intends to propose methods…

Social and Information Networks · Computer Science 2015-06-22 Rishabh Jain , Abhishek B. S. , Satvik Jagannath

With the rapid growth of social media, rumors are also spreading widely on social media and bring harm to people's daily life. Nowadays, information credibility evaluation has drawn attention from academic and industrial communities.…

Social and Information Networks · Computer Science 2016-10-25 Qiang Liu , Shu Wu , Feng Yu , Liang Wang , Tieniu Tan

Online Social Media (OSM) platforms such as Twitter, Facebook are extensively exploited by the users of these platforms for spreading the (mis)information to a large audience effortlessly at a rapid pace. It has been observed that the…

Artificial Intelligence · Computer Science 2021-07-07 Shakshi Sharma , Rajesh Sharma

In online social media systems users are not only posting, consuming, and resharing content, but also creating new and destroying existing connections in the underlying social network. While each of these two types of dynamics has…

Social and Information Networks · Computer Science 2014-03-13 Seth A. Myers , Jure Leskovec

In the past decade, the social networks platforms and micro-blogging sites such as Facebook, Twitter, Instagram, and Weibo have become an integral part of our day-to-day activities and is widely used all over the world by billions of users…

Computers and Society · Computer Science 2021-12-22 Sakshini Hangloo , Bhavna Arora

A number of predictors have been suggested to detect the most influential spreaders of information in online social media across various domains such as Twitter or Facebook. In particular, degree, PageRank, k-core and other centralities…

Physics and Society · Physics 2014-08-12 Sen Pei , Lev Muchnik , Jose S. Andrade , Zhiming Zheng , Hernan A. Makse

Information quality in social media is an increasingly important issue, but web-scale data hinders experts' ability to assess and correct much of the inaccurate content, or `fake news,' present in these platforms. This paper develops a…

Social and Information Networks · Computer Science 2018-06-01 Cody Buntain , Jennifer Golbeck

Twitter has been increasingly used for spreading messages about campaigns. Such campaigns try to gain followers through their Twitter accounts, influence the followers and spread messages through them. In this paper, we explore the…

Social and Information Networks · Computer Science 2014-03-25 Jalal Mahmud , Huiji Gao

Social media can be a double-edged sword for society, either as a convenient channel exchanging ideas or as an unexpected conduit circulating fake news through a large population. While existing studies of fake news focus on theoretical…

Physics and Society · Physics 2019-04-17 Zilong Zhao , Jichang Zhao , Yukie Sano , Orr levy , Hideki Takayasu , Misako Takayasu , Daqing Li , Junjie Wu , Shlomo Havlin

We present an approach to detect fake news in Twitter at the account level using a neural recurrent model and a variety of different semantic and stylistic features. Our method extracts a set of features from the timelines of news Twitter…

Computation and Language · Computer Science 2019-10-16 Bilal Ghanem , Simone Paolo Ponzetto , Paolo Rosso

Recent studies have confirmed a growing trend, especially among youngsters, of using Online Social Media as favourite information platform at the expense of traditional mass media. Indeed, they can easily reach a wide audience at a high…

Social and Information Networks · Computer Science 2020-05-08 Alessandro Balestrucci , Rocco De Nicola

We present a study on predicting the factuality of reporting and bias of news media. While previous work has focused on studying the veracity of claims or documents, here we are interested in characterizing entire news media. These are…

Information Retrieval · Computer Science 2018-10-04 Ramy Baly , Georgi Karadzhov , Dimitar Alexandrov , James Glass , Preslav Nakov

Rumors spread dramatically fast through online social media services, and people are exploring methods to detect rumors automatically. Existing methods typically learn semantic representations of all reposts to a rumor candidate for…

Social and Information Networks · Computer Science 2018-11-13 Changhe Song , Cunchao Tu , Cheng Yang , Zhiyuan Liu , Maosong Sun

In real-time, social media data strongly imprints world events, popular culture, and day-to-day conversations by millions of ordinary people at a scale that is scarcely conventionalized and recorded. Vitally, and absent from many standard…

The role of social media in opinion formation has far-reaching implications in all spheres of society. Though social media provide platforms for expressing news and views, it is hard to control the quality of posts due to the sheer volumes…

Machine Learning · Computer Science 2021-09-08 Rini Anggrainingsih , Ghulam Mubashar Hassan , Amitava Datta

The rise of social media has enabled the widespread propagation of fake news, text that is published with an intent to spread misinformation and sway beliefs. Rapidly detecting fake news, especially as new events arise, is important to…

Computation and Language · Computer Science 2023-09-27 Nikhil Mehta , Dan Goldwasser

Misinformation, propaganda, and outright lies proliferate on the web, with some narratives having dangerous real-world consequences on public health, elections, and individual safety. However, despite the impact of misinformation, the…

Social and Information Networks · Computer Science 2024-02-06 Hans W. A. Hanley , Deepak Kumar , Zakir Durumeric

Easier access to the internet and social media has made disseminating information through online sources very easy. Sources like Facebook, Twitter, online news sites and personal blogs of self-proclaimed journalists have become significant…

Computation and Language · Computer Science 2021-09-28 Shaily Bhatt , Sakshi Kalra , Naman Goenka , Yashvardhan Sharma

Information diffusion is a fundamental process that takes place over networks. While it is rarely realistic to observe the individual transmissions of the information diffusion process, it is typically possible to observe when individuals…

Social and Information Networks · Computer Science 2019-10-11 Daniel Campos , Zoe Konrad