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Personalized web services strive to adapt their services (advertisements, news articles, etc) to individual users by making use of both content and user information. Despite a few recent advances, this problem remains challenging for at…

机器学习 · 计算机科学 2012-03-05 Lihong Li , Wei Chu , John Langford , Robert E. Schapire

In the era of data-driven journalism, data analytics can deliver tools to support journalists in connecting to new and developing news stories, e.g., as echoed in micro-blogs such as Twitter, the new citizen-driven media. In this paper, we…

社会与信息网络 · 计算机科学 2014-05-14 Bichen Shi , Georgiana Ifrim , Neil Hurley

In Twitter, and other microblogging services, the generation of new content by the crowd is often biased towards immediacy: what is happening now. Prompted by the propagation of commentary and information through multiple mediums, users on…

信息检索 · 计算机科学 2016-02-10 Flávio Martins , João Magalhães , Jamie Callan

Quantification of the political leaning of online news articles can aid in understanding the dynamics of political ideology in social groups and measures to mitigating them. However, predicting the accurate political leaning of a news…

机器学习 · 计算机科学 2023-09-13 Sadia Kamal , Jimmy Hartford , Jeremy Willis , Arunkumar Bagavathi

A great deal of empirical research has examined who falls for misinformation and why. Here, we introduce a formal game-theoretic model of engagement with news stories that captures the strategic interplay between (mis)information consumers…

理论经济学 · 经济学 2023-09-26 Alexander J. Stewart , Antonio A. Arechar , David G. Rand , Joshua B. Plotkin

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…

计算机与社会 · 计算机科学 2012-02-02 Tad Hogg , Kristina Lerman

We analyze general trends and pattern in time series that characterize the dynamics of collective attention to social media services and Web-based businesses. Our study is based on search frequency data available from Google Trends and…

社会与信息网络 · 计算机科学 2014-06-26 Christian Bauckhage , Kristian Kersting

We here focus on the problem of predicting the popularity trend of user generated content (UGC) as early as possible. Taking YouTube videos as case study, we propose a novel two-step learning approach that: (1) extracts popularity trends…

社会与信息网络 · 计算机科学 2016-02-16 Flavio Figueiredo , Jussara M. Almeida , Marcos André Gonçalves , Fabrício Benevenuto

Polarization, declining trust, and wavering support for democratic norms are pressing threats to U.S. democracy. Exposure to verified and quality news may lower individual susceptibility to these threats and make citizens more resilient to…

社会与信息网络 · 计算机科学 2024-04-02 Hadi Askari , Anshuman Chhabra , Bernhard Clemm von Hohenberg , Michael Heseltine , Magdalena Wojcieszak

Groups - social communities are important components of entire societies, analysed by means of the social network concept. Their immanent feature is continuous evolution over time. If we know how groups in the social network has evolved we…

社会与信息网络 · 计算机科学 2012-10-19 Piotr Bródka , Przemysław Kazienko , Bartosz Kołoszczyk

Among the vast information available on the web, social media streams capture what people currently pay attention to and how they feel about certain topics. Awareness of such trending topics plays a crucial role in multimedia systems such…

社会与信息网络 · 计算机科学 2014-06-17 Tim Althoff , Damian Borth , Jörn Hees , Andreas Dengel

The proliferation of social media in communication and information dissemination has made it an ideal platform for spreading rumors. Automatically debunking rumors at their stage of diffusion is known as \textit{early rumor detection},…

计算与语言 · 计算机科学 2017-04-21 Tong Chen , Lin Wu , Xue Li , Jun Zhang , Hongzhi Yin , Yang Wang

Automatic content moderation is crucial to ensuring safety in social media. Language Model-based classifiers are being increasingly adopted for this task, but it has been shown that they perpetuate racial and social biases. Even if several…

计算与语言 · 计算机科学 2026-03-12 Alessandra Urbinati , Mirko Lai , Simona Frenda , Marco Antonio Stranisci

News recommendation is very important to help users find interested news and alleviate information overload. Different users usually have different interests and the same user may have various interests. Thus, different users may click the…

信息检索 · 计算机科学 2019-07-15 Chuhan Wu , Fangzhao Wu , Mingxiao An , Jianqiang Huang , Yongfeng Huang , Xing Xie

With the information explosion of news articles, personalized news recommendation has become important for users to quickly find news that they are interested in. Existing methods on news recommendation mainly include collaborative…

信息检索 · 计算机科学 2019-11-11 Linmei Hu , Chen Li , Chuan Shi , Cheng Yang , Chao Shao

Predicting social media popularity requires understanding both the intrinsic appeal of content and the external context that determines how it is exposed to users. Existing methods focus on content signals but do not separate them from…

计算机视觉与模式识别 · 计算机科学 2026-04-30 Liliang Ye , Guiyi Zeng , Yunyao Zhang , Yi-Ping Phoebe Chen , Junqing Yu , Zikai Song

Studying temporal dynamics of topics in social media is very useful to understand online user behaviors. Most of the existing work on this subject usually monitors the global trends, ignoring variation among communities. Since users from…

社会与信息网络 · 计算机科学 2013-12-04 Zhiting Hu , Chong Wang , Junjie Yao , Eric Xing , Hongzhi Yin , Bin Cui

Using a set of over 70.000 records from PLOS One journal consisting of 37 lexical, sentiment and bibliographic variables we perform analysis backed with machine learning methods to predict the class of popularity of scientific papers…

物理与社会 · 物理学 2023-07-19 Robert Jankowski , Julian Sienkiewicz

We propose a system to predict harmful discussions on social media platforms. Our solution uses contextual deep language models and proposes the novel idea of integrating state-of-the-art Graph Transformer Networks to analyze all…

计算与语言 · 计算机科学 2023-01-12 Liam Hebert , Lukasz Golab , Robin Cohen

Practical news feed platforms generate a hybrid list of news articles and advertising items (e.g., products, services, or information) and many platforms optimize the position of news articles and advertisements independently. However, they…

信息检索 · 计算机科学 2023-06-06 Kojiro Iizuka , Yoshifumi Seki , Makoto P. Kato