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Fake news can have a significant negative impact on society because of the growing use of mobile devices and the worldwide increase in Internet access. It is therefore essential to develop a simple mathematical model to understand the…

社会与信息网络 · 计算机科学 2021-04-28 Taichi Murayama , Shoko Wakamiya , Eiji Aramaki , Ryota Kobayashi

The flow of information reaching us via the online media platforms is optimized not by the information content or relevance but by popularity and proximity to the target. This is typically performed in order to maximise platform usage. As a…

物理与社会 · 物理学 2019-06-19 Alina Sîrbu , Dino Pedreschi , Fosca Giannotti , János Kertész

Randomness in scientific estimation is generally assumed to arise from unmeasured or uncontrolled factors. However, when combining subjective probability estimates, heterogeneity stemming from people's cognitive or information diversity is…

统计方法学 · 统计学 2015-05-28 Ville Satopää , Robin Pemantle , Lyle Ungar

This two-part paper presents a new approach to predictive analysis for social processes. In Part I, we begin by identifying a class of social processes which are simultaneously important in applications and difficult to predict using…

适应与自组织系统 · 物理学 2016-11-17 Richard Colbaugh , Kristin Glass

This study introduces a novel methodology for mapping scientific communities at scale, addressing challenges associated with network analysis in large bibliometric datasets. By leveraging enriched publication metadata from the French…

数字图书馆 · 计算机科学 2025-01-20 Victor Barbier , Eric Jeangirard

Holistic analysis of many real-world problems are based on data collected from multiple sources contributing to some aspect of that problem. The word fusion has also been used in the literature for such problems involving disparate data…

数据库 · 计算机科学 2016-11-08 Abhishek Santra , Sanjukta Bhowmick , Sharma Chakravarthy

Bias in news reporting significantly impacts public perception, particularly regarding crime, politics, and societal issues. Traditional bias detection methods, predominantly reliant on human moderation, suffer from subjective…

计算与语言 · 计算机科学 2025-04-07 Chen Wei Kuo , Kevin Chu , Nouar AlDahoul , Hazem Ibrahim , Talal Rahwan , Yasir Zaki

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

We tackle the problem of classifying news articles pertaining to disinformation vs mainstream news by solely inspecting their diffusion mechanisms on Twitter. Our technique is inherently simple compared to existing text-based approaches, as…

社会与信息网络 · 计算机科学 2020-11-13 Francesco Pierri , Carlo Piccardi , Stefano Ceri

The spread of fake news on online social networks (OSNs) has become a matter of concern. These platforms are also used for propagating important authentic information. Thus, there is a need for mitigating fake news without significantly…

社会与信息网络 · 计算机科学 2022-07-18 Suyog Kapsikar , Indrajit Saha , Khushboo Agarwal , Veeraruna Kavitha , Quanyan Zhu

The digital spread of misinformation is one of the leading threats to democracy, public health, and the global economy. Popular strategies for mitigating misinformation include crowdsourcing, machine learning, and media literacy programs…

社会与信息网络 · 计算机科学 2021-06-09 Douglas Guilbeault , Samuel Woolley , Joshua Becker

When spreading information over social networks, seeding algorithms selecting users to start the dissemination play a crucial role. The majority of existing seeding algorithms focus solely on maximizing the total number of reached nodes,…

社会与信息网络 · 计算机科学 2022-08-29 Maciej Styczen , Bing-Jyue Chen , Ya-Wen Teng , Yvonne-Anne Pignolet , Lydia Chen , De-Nian Yang

'Fake news' is information that generally spreads on the web, which only mimics the form of reliable news media content. The phenomenon has assumed uncontrolled proportions in recent years rising the concern of authorities and citizens. In…

社会与信息网络 · 计算机科学 2020-12-01 Davide Bennato , Giuseppe Pernagallo , Benedetto Torrisi

Massive dissemination of fake news and its potential to erode democracy has increased the demand for accurate fake news detection. Recent advancements in this area have proposed novel techniques that aim to detect fake news by exploring how…

计算与语言 · 计算机科学 2020-09-18 Xinyi Zhou , Atishay Jain , Vir V. Phoha , Reza Zafarani

News outlets are now more than ever incentivized to provide their audience with slanted news, while the intrinsic homophilic nature of online social media may exacerbate polarized opinions. Here, we propose a new dynamic latent space model…

应用统计 · 统计学 2025-09-19 Roberto Casarin , Antonio Peruzzi , Mark F. J. Steel

With the rapid development of social media, the wide dissemination of fake news on social media is increasingly threatening both individuals and society. One of the unique challenges for fake news detection on social media is how to detect…

社会与信息网络 · 计算机科学 2024-11-12 Jiajun Zhang , Zhixun Li , Qiang Liu , Shu Wu , Liang Wang

Information extracted from social media streams has been leveraged to forecast the outcome of a large number of real-world events, from political elections to stock market fluctuations. An increasing amount of studies demonstrates how the…

社会与信息网络 · 计算机科学 2017-03-07 Lei Le , Emilio Ferrara , Alessandro Flammini

We investigate the predictability of successful memes using their early spreading patterns in the underlying social networks. We propose and analyze a comprehensive set of features and develop an accurate model to predict future popularity…

社会与信息网络 · 计算机科学 2014-06-02 Lilian Weng , Filippo Menczer , Yong-Yeol Ahn

Diffusion and propagation of information, influence and diseases take place over increasingly larger networks. We observe when a node copies information, makes a decision or becomes infected but networks are often hidden or unobserved.…

社会与信息网络 · 计算机科学 2012-05-09 Manuel Gomez Rodriguez , Bernhard Schölkopf

With the current shift in the mass media landscape from journalistic rigor to social media, personalized social media is becoming the new norm. Although the digitalization progress of the media brings many advantages, it also increases the…

计算与语言 · 计算机科学 2023-04-18 Ciprian-Octavian Truică , Elena-Simona Apostol