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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…

计算与语言 · 计算机科学 2019-10-16 Bilal Ghanem , Simone Paolo Ponzetto , Paolo Rosso

In this paper, we are interested in modeling the diffusion of information in a multilayer network using thermodynamic diffusion approach. State of each agent is viewed as a topic mixture represented by a distribution over multiple topics.…

社会与信息网络 · 计算机科学 2017-07-18 Shahin Mahdizadehaghdam , Han Wang , Hamid Krim , Liyi Dai

Extracting topics from large collections of unstructured text-documents has become a central task in current NLP applications and algorithms like NMF, LDA as well as their generalizations are the well-established current state of the art.…

社会与信息网络 · 计算机科学 2021-11-23 Mattias Luber , Anton Thielmann , Christoph Weisser , Benjamin Säfken

We analyse a large sample of the Twitter activity developed around the social movement 'Occupy Wall Street' to study the complex interactions between the human communication activity and the semantic content of a discussion. We use a…

社会与信息网络 · 计算机科学 2016-02-17 Floriana Gargiulo , Jacopo Bindi , Andrea Apolloni

In recent years researchers have gravitated to social media platforms, especially Twitter, as fertile ground for empirical analysis of social phenomena. Social media provides researchers access to trace data of interactions and discourse…

物理与社会 · 物理学 2023-01-05 Peter Cihon , Taha Yasseri

The discourse around conspiracy theories is currently thriving amidst the rampant misinformation in online environments. Research in this field has been focused on detecting conspiracy theories on social media, often relying on limited…

社会与信息网络 · 计算机科学 2024-02-06 Margherita Gambini , Serena Tardelli , Maurizio Tesconi

The proliferation of online debate platforms and social media has led to an unprecedented volume of argumentative content on controversial topics from multiple perspectives. While this wealth of perspectives offers opportunities for…

计算与语言 · 计算机科学 2026-04-21 Rudra Ranajee Saha , Laks V. S. Lakshmanan , Raymond T. Ng

We aim at solving the problem of predicting people's ideology, or political tendency. We estimate it by using Twitter data, and formalize it as a classification problem. Ideology-detection has long been a challenging yet important problem.…

机器学习 · 计算机科学 2020-06-19 Zhiping Xiao , Weiping Song , Haoyan Xu , Zhicheng Ren , Yizhou Sun

Real-time social media data can provide useful information on evolving hazards. Alongside traditional methods of disaster detection, the integration of social media data can considerably enhance disaster management. In this paper, we…

社会与信息网络 · 计算机科学 2023-01-31 Elena-Simona Apostol , Ciprian-Octavian Truică , Adrian Paschke

Social and biological contagions are influenced by the spatial embeddedness of networks. Historically, many epidemics spread as a wave across part of the Earth's surface; however, in modern contagions long-range edges -- for example, due to…

With the increasing use of online social networks as a source of news and information, the propensity for a rumor to disseminate widely and quickly poses a great concern, especially in disaster situations where users do not have enough time…

社会与信息网络 · 计算机科学 2020-02-27 Abiola Osho , Caden Waters , George Amariucai

In the last few years, microblogging platforms such as Twitter have given rise to a deluge of textual data that can be used for the analysis of informal communication between millions of individuals. In this work, we propose an…

计算与语言 · 计算机科学 2021-11-17 Gonzalo Donoso , David Sanchez

This paper presents the Multilingual COVID-19 Analysis Method (CMTA) for detecting and observing the spread of misinformation about this disease within texts. CMTA proposes a data science (DS) pipeline that applies machine learning models…

计算与语言 · 计算机科学 2021-05-10 Raj Ratn Pranesh , Mehrdad Farokhnejad , Ambesh Shekhar , Genoveva Vargas-Solar

Political discourse has grown increasingly fragmented across different social platforms, making it challenging to trace how narratives spread and evolve within such a fragmented information ecosystem. Reconstructing social graphs and…

社会与信息网络 · 计算机科学 2025-11-18 Patrick Gerard , Hans W. A. Hanley , Luca Luceri , Emilio Ferrara

The purpose of this case study is to leverage the concepts and tools presented in the preceding chapters and apply them in a real world social cybersecurity context. With the COVID-19 pandemic emerging as a defining event of the 21st…

计算机与社会 · 计算机科学 2020-08-25 David M. Beskow , Kathleen M. Carley

Public opinion is a crucial factor in shaping political decision-making. Nowadays, social media has become an essential platform for individuals to engage in political discussions and express their political views, presenting researchers…

社会与信息网络 · 计算机科学 2023-04-25 Xingyu Peng , Zhenkun Zhou , Chong Zhang , Ke Xu

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

The 2020 United States presidential election was, and has continued to be, the focus of pervasive and persistent mis- and disinformation spreading through our media ecosystems, including social media. This event has driven the collection…

社会与信息网络 · 计算机科学 2023-05-31 Andrew Beers , Joseph S. Schafer , Ian Kennedy , Morgan Wack , Emma S. Spiro , Kate Starbird

Twitter is becoming an increasingly important platform for disseminating information during crisis situations, such as the COVID-19 pandemic. Effective crisis communication on Twitter can shape the public perception of the crisis, influence…

社会与信息网络 · 计算机科学 2021-09-14 Gautam Kishore Shahi , Sünje Clausen , Stefan Stieglitz

The extensive use of social media for sharing and obtaining information has resulted in the development of topic detection models to facilitate the comprehension of the overwhelming amount of short and distributed posts. Probabilistic topic…

信息检索 · 计算机科学 2020-09-22 A. Yıldırım , S. Uskudarli