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The pervasive use of social media provides massive data about individuals' online social activities and their social relations. The building block of most existing recommendation systems is the similarity between users with social…

社会与信息网络 · 计算机科学 2018-03-19 Ghazaleh Beigi , Huan Liu

The enormous increase of popularity and use of the WWW has led in the recent years to important changes in the ways people communicate. An interesting example of this fact is provided by the now very popular social annotation systems,…

计算机与社会 · 计算机科学 2009-07-02 Ciro Cattuto , Alain Barrat , Andrea Baldassarri , G. Schehr , Vittorio Loreto

In folksonomies, users use to share objects (movies, books, bookmarks, etc.) by annotating them with a set of tags of their own choice. With the rise of the Web 2.0 age, users become the core of the system since they are both the…

信息检索 · 计算机科学 2013-05-22 Mohamed Nader Jelassi , Sadok Ben Yahia , Engelbert Mephu Nguifo

Understanding the structure and evolution of web-based user-object networks is a significant task since they play a crucial role in e-commerce nowadays. This Letter reports the empirical analysis on two large-scale web sites,…

数据分析、统计与概率 · 物理学 2015-05-14 Mingsheng Shang , Linyuan Lu , Yi-Cheng Zhang , Tao Zhou

The tripartite graph is one of the commonest topological structures in social tagging systems such as Delicious, which has three types of nodes (i.e., users, URLs and tags). Traditional recommender systems developed based on collaborative…

信息检索 · 计算机科学 2019-08-17 Yao-Dong Zhao , Shi-Min Cai , Ming Tang , Ming-Sheng Shang

This article presents a systematic analysis of the patterns of behavior of individuals as well as groups observed in community-driven platforms for discussion like Reddit, where users usually exchange information and viewpoints on their…

社会与信息网络 · 计算机科学 2020-01-01 Sachin Thukral , Arnab Chatterjee , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Lipika Dey

Opaque algorithms disseminate and mediate the content that users consume on online social media platforms. This algorithmic mediation serves users with contents of their liking, on the other hand, it may cause several inadvertent risks to…

社会与信息网络 · 计算机科学 2025-01-28 Cai Yang , Sepehr Mousavi , Abhisek Dash , Krishna P. Gummadi , Ingmar Weber

The community plays a crucial role in understanding user behavior and network characteristics in social networks. Some users can use multiple social networks at once for a variety of objectives. These users are called overlapping users who…

社会与信息网络 · 计算机科学 2024-05-08 Ziqing Zhu , Guan Yuan , Tao Zhou , Jiuxin Cao

A network is a composition of many communities, i.e., sets of nodes and edges with stronger relationships, with distinct and overlapping properties. Community detection is crucial for various reasons, such as serving as a functional unit of…

机器学习 · 计算机科学 2021-01-19 Isa Inuwa-Dutse , Mark Liptrott , Yannis Korkontzelos

The increasing importance of Web 2.0 applications during the last years has created significant interest in tools for analyzing and describing collective user activities and emerging phenomena within the Web. Network structures have been…

数据分析、统计与概率 · 物理学 2009-02-06 Symeon Papadopoulos , Andre Skusa , Athena Vakali , Yiannis Kompatsiaris , Nadine Wagner

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

计算机与社会 · 计算机科学 2024-06-25 Xinyan Zhao , Chau-Wai Wong

The rise in popularity of microblogging services like Twitter has led to increased use of content annotation strategies like the hashtag. Hashtags provide users with a tagging mechanism to help organize, group, and create visibility for…

信息检索 · 计算机科学 2015-02-03 Roman Dovgopol , Matt Nohelty

A powerful means to help users discover new content in the overwhelming amount of information available today is sharing in online communities such as social networks or crowdsourced platforms. This means comes short in the case of what we…

人机交互 · 计算机科学 2016-02-26 Giuseppe Scavo , Zied Ben Houidi , Stefano Traverso , Renata Teixeira , Marco Mellia

Collaborative consensus-finding is an integral element of many Web services and greatly determines the quality of information, content, and products that are available through the Web. That also means that the dynamics of democratic…

社会与信息网络 · 计算机科学 2020-06-04 Aditya Mehta , Arun Paudyal , Atul Sharma , Zyanya Ambros , Ipek Baris , Jun Sun , Oul Han , Akram Sadat Hosseini

Hashtag, a product of user tagging behavior, which can well describe the semantics of the user-generated content personally over social network applications, e.g., the recently popular micro-videos. Hashtags have been widely used to…

社会与信息网络 · 计算机科学 2021-09-07 Li He , Dingxian Wang , Hanzhang Wang , Hongxu Chen , Guandong Xu

Recommendation systems and content filtering approaches based on annotations and ratings, essentially rely on users expressing their preferences and interests through their actions, in order to provide personalised content. This activity,…

信息检索 · 计算机科学 2016-05-24 Silvia Puglisi , Javier Parra-Arnau , Jordi Forné , David Rebollo-Monedero

Analysts and social scientists in the humanities and industry require techniques to help visualize large quantities of microblogging data. Methods for the automated analysis of large scale social media data (on the order of tens of millions…

社会与信息网络 · 计算机科学 2013-06-18 Daniel Archambault , Derek Greene , Pádraig Cunningham

Collaborative Filtering is largely applied to personalize item recommendation but its performance is affected by the sparsity of rating data. In order to address this issue, recent systems have been developed to improve recommendation by…

信息检索 · 计算机科学 2020-03-31 Noemi Mauro , Liliana Ardissono

Human activities increasingly take place in online environments, providing novel opportunities for relating individual behaviours to population-level outcomes. In this paper, we introduce a simple generative model for the collective…

物理与社会 · 物理学 2014-07-24 James P. Gleeson , Davide Cellai , Jukka-Pekka Onnela , Mason A. Porter , Felix Reed-Tsochas

A community's identity defines and shapes its internal dynamics. Our current understanding of this interplay is mostly limited to glimpses gathered from isolated studies of individual communities. In this work we provide a systematic…

社会与信息网络 · 计算机科学 2017-05-30 Justine Zhang , William L. Hamilton , Cristian Danescu-Niculescu-Mizil , Dan Jurafsky , Jure Leskovec