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This article presents a novel approach for learning low-dimensional distributed representations of users in online social networks. Existing methods rely on the network structure formed by the social relationships among users to extract…

社会与信息网络 · 计算机科学 2017-10-23 Harvineet Singh , Amitabha Bagchi , Parag Singla

Understanding the heterogeneous role of individuals in large-scale information spreading is essential to manage online behavior as well as its potential offline consequences. To this end, most existing studies from diverse research domains…

社会与信息网络 · 计算机科学 2024-03-19 Fang Zhou , Linyuan Lü , Jianguo Liu , Manuel Sebastian Mariani

Information diffusion and virus propagation are fundamental processes taking place in networks. While it is often possible to directly observe when nodes become infected with a virus or adopt the information, observing individual…

数据结构与算法 · 计算机科学 2015-03-17 Manuel Gomez-Rodriguez , Jure Leskovec , Andreas Krause

Users increasing activity across various social networks made it the most widely used platform for exchanging and propagating information among individuals. To spread information within a network, a user initially shared information on a…

社会与信息网络 · 计算机科学 2026-05-13 Maryam Ramezani , Hossein Goli , AmirMohammad Izadi , Hamid R. Rabiee

The massive amount of text data on the web has facilitated research on the quantitative analysis of public opinion, which could not be visualized earlier. In this paper, we propose a new opinion dynamics theory. This theory that is intended…

物理与社会 · 物理学 2019-01-01 Akira Ishii , Yasuko Kawahata

Diffusion of information, behavioral patterns or innovations follows diverse pathways depending on a number of conditions, including the structure of the underlying social network, the sensitivity to peer pressure and the influence of…

物理与社会 · 物理学 2015-11-25 Zhongyuan Ruan , Gerardo Iniguez , Marton Karsai , Janos Kertesz

In a diversified context with multiple social networking sites, heterogeneous activity patterns and different user-user relations, the concept of "information cascade" is all but univocal. Despite the fact that such information cascades can…

物理与社会 · 物理学 2013-03-20 Raquel A Baños , Javier Borge-Holthoefer , Yamir Moreno

Online social post streams such as Twitter timelines and forum discussions have emerged as important channels for information dissemination. They are noisy, informal, and surge quickly. Real life events, which may happen and evolve every…

社会与信息网络 · 计算机科学 2013-11-26 Pei Lee , Laks V. S. Lakshmanan , Evangelos E. Milios

Understanding the collective reaction to individual actions is key to effectively spread information in social media. In this work we define efficiency on Twitter, as the ratio between the emergent spreading process and the activity…

物理与社会 · 物理学 2014-11-04 A. J Morales , J. Borondo , J. C. Losada , R. M. Benito

Online social networking technologies enable individuals to simultaneously share information with any number of peers. Quantifying the causal effect of these technologies on the dissemination of information requires not only identification…

社会与信息网络 · 计算机科学 2012-02-29 Eytan Bakshy , Itamar Rosenn , Cameron Marlow , Lada Adamic

In recent years, malicious information had an explosive growth in social media, with serious social and political backlashes. Recent important studies, featuring large-scale analyses, have produced deeper knowledge about this phenomenon,…

社会与信息网络 · 计算机科学 2020-01-29 Francesco Pierri , Carlo Piccardi , Stefano Ceri

As breaking news unfolds people increasingly rely on social media to stay abreast of the latest updates. The use of social media in such situations comes with the caveat that new information being released piecemeal may encourage rumours,…

社会与信息网络 · 计算机科学 2016-04-27 Arkaitz Zubiaga , Maria Liakata , Rob Procter , Geraldine Wong Sak Hoi , Peter Tolmie

Although the many forms of modern social media have become major channels for the dissemination of information, they are becoming overloaded because of the rapidly-expanding number of information feeds. We analyze the expanding…

物理与社会 · 物理学 2015-07-14 Ling Feng , Yanqing Hu , Baowen Li , H. Eugene Stanley , Shlomo Havlin , Lidia A. Braunstein

Social networks have emerged as a critical factor in information dissemination, search, marketing, expertise and influence discovery, and potentially an important tool for mobilizing people. Social media has made social networks ubiquitous,…

计算机与社会 · 计算机科学 2010-03-16 Kristina Lerman , Rumi Ghosh

A number of recent studies of information diffusion in social media, both empirical and theoretical, have been inspired by viral propagation models derived from epidemiology. These studies model the propagation of memes, i.e., pieces of…

社会与信息网络 · 计算机科学 2016-03-15 Przemyslaw A. Grabowicz , Niloy Ganguly , Krishna P. Gummadi

The many decisions people make about what to pay attention to online shape the spread of information in online social networks. Due to the constraints of available time and cognitive resources, the ease of discovery strongly impacts how…

计算机与社会 · 计算机科学 2016-05-10 Kristina Lerman

Thanks to platforms such as Twitter and Facebook, people can know facts and events that otherwise would have been silenced. However, social media significantly contribute also to fast spreading biased and false news while targeting specific…

社会与信息网络 · 计算机科学 2025-11-05 Alessandro Balestrucci , Rocco De Nicola , Marinella Petrocchi , Catia Trubiani

Measuring and optimizing the influence of nodes in big-data online social networks are important for many practical applications, such as the viral marketing and the adoption of new products. As the viral spreading on social network is a…

物理与社会 · 物理学 2018-07-31 Yanqing Hu , Shenggong Ji , Yuliang Jin , Ling Feng , H. Eugene Stanley , Shlomo Havlin

We present a computational approach for estimating emotion contagion on social media networks. Built on a foundation of psychology literature, our approach estimates the degree to which the perceivers' emotional states (positive or…

社会与信息网络 · 计算机科学 2022-07-18 Trisha Mittal , Puneet Mathur , Rohan Chandra , Apurva Bhatt , Vikram Gupta , Debdoot Mukherjee , Aniket Bera , Dinesh Manocha

Modern social media platforms play an important role in facilitating rapid dissemination of information through their massive user networks. Fake news, misinformation, and unverifiable facts on social media platforms propagate disharmony…

机器学习 · 计算机科学 2023-10-24 Mor Oren-Loberman , Vered Azar , Wasim Huleihel