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After the phenomenal success of the PageRank algorithm, many researchers have extended the PageRank approach to ranking graphs with richer structures beside the simple linkage structure. In some scenarios we have to deal with…

数值分析 · 数学 2018-11-15 Gianna M. Del Corso , Francesco Romani

The recent advances in language modeling significantly improved the generative capabilities of deep neural models: in 2019 OpenAI released GPT-2, a pre-trained language model that can autonomously generate coherent, non-trivial and…

计算与语言 · 计算机科学 2021-06-09 Tiziano Fagni , Fabrizio Falchi , Margherita Gambini , Antonio Martella , Maurizio Tesconi

Spam is a serious problem plaguing web-scale digital platforms which facilitate user content creation and distribution. It compromises platform's integrity, performance of services like recommendation and search, and overall business.…

机器学习 · 计算机科学 2022-07-25 Prabhat Agarwal , Manisha Srivastava , Vishwakarma Singh , Charles Rosenberg

Artificial intelligence (AI)-powered recommender systems play a crucial role in determining the content that users are exposed to on social media platforms. However, the behavioural patterns of these systems are often opaque, complicating…

社会与信息网络 · 计算机科学 2023-09-20 Giulio Corsi

Nowadays, most business and social interactions have moved to the internet, highlighting the relevance of creating online trust. One way to obtain a measure of trust is through reputation mechanisms, which record one's past performance and…

分布式、并行与集群计算 · 计算机科学 2022-12-14 Thomas Werthenbach , Johan Pouwelse

Recently, spam on online social networks has attracted attention in the research and business world. Twitter has become the preferred medium to spread spam content. Many research efforts attempted to encounter social networks spam. Twitter…

机器学习 · 计算机科学 2023-11-21 Nazeeh Ghatasheh , Ismail Altaharwa , Khaled Aldebei

The amount of user generated contents from various social medias allows analyst to handle a wide view of conversations on several topics related to their business. Nevertheless keeping up-to-date with this amount of information is not…

计算与语言 · 计算机科学 2020-01-31 Jean Valère Cossu , Juan-Manuel Torres-Moreno , Eric SanJuan , Marc El-Bèze

Social Networks represent one of the most important online sources to share content across a world-scale audience. In this context, predicting whether a post will have any impact in terms of engagement is of crucial importance to drive the…

社会与信息网络 · 计算机科学 2023-06-21 Marco Arazzi , Marco Cotogni , Antonino Nocera , Luca Virgili

Spreading processes are ubiquitous in natural and artificial systems. They can be studied via a plethora of models, depending on the specific details of the phenomena under study. Disease contagion and rumor spreading are among the most…

The last years have seen a growing interest in collaborative systems like electronic marketplaces and P2P file sharing systems where people are intended to interact with other people. Those systems, however, are subject to security and…

计算机与社会 · 计算机科学 2012-03-09 Antonino Simone , Boris Skoric , Nicola Zannone

Online social media is integral to human life, facilitating messaging, information sharing, and confidential communication while preserving privacy. Platforms like Twitter, Instagram, and Facebook exemplify this phenomenon. However, users…

社会与信息网络 · 计算机科学 2026-02-10 Jinus Bordbar , Mohammadreza Mohammadrezaie , Saman Ardalan , Mohammad Ebrahim Shiri

Twitter, a popular social media outlet, has evolved into a vast source of linguistic data, rich with opinion, sentiment, and discussion. Due to the increasing popularity of Twitter, its perceived potential for exerting social influence has…

User-generated reviews of products are vital assets of online commerce, such as Amazon and Yelp, while fake reviews are prevalent to mislead customers. GNN is the state-of-the-art method that detects suspicious reviewers by exploiting the…

机器学习 · 计算机科学 2023-05-09 Jiaxin Liu , Yuefei Lyu , Xi Zhang , Sihong Xie

Social media expose millions of users every day to information campaigns --- some emerging organically from grassroots activity, others sustained by advertising or other coordinated efforts. These campaigns contribute to the shaping of…

社会与信息网络 · 计算机科学 2017-03-23 Onur Varol , Emilio Ferrara , Filippo Menczer , Alessandro Flammini

Recently, Twitter has become the social network of choice for sharing and spreading information to a multitude of users through posts called 'tweets'. Users can easily re-share these posts to other users through 'retweets', which allow…

计算与语言 · 计算机科学 2022-06-22 Rikaz Rameez , Hossein A. Rahmani , Emine Yilmaz

Social Media Platforms (SMPs) like Facebook, Twitter, Instagram etc. have large user base all around the world that generates huge amount of data every second. This includes a lot of posts by fake and spam users, typically used by many…

机器学习 · 计算机科学 2023-04-13 Manojit Chakraborty , Shubham Das , Radhika Mamidi

This paper deals with the modeling and estimation of the sociological phenomena called echo chambers and segregation in social networks. Specifically, we present a novel community-based graph model that represents the emergence of…

社会与信息网络 · 计算机科学 2020-12-29 Rui Luo , Buddhika Nettasinghe , Vikram Krishnamurthy

$\textit{Fake followers}$ are those Twitter accounts specifically created to inflate the number of followers of a target account. Fake followers are dangerous for the social platform and beyond, since they may alter concepts like popularity…

社会与信息网络 · 计算机科学 2020-06-29 Stefano Cresci , Roberto Di Pietro , Marinella Petrocchi , Angelo Spognardi , Maurizio Tesconi

Social media platforms generate vast, complex graph-structured data, facilitating diverse tasks such as rumor detection, bot identification, and influence modeling. Real-world applications like public opinion monitoring and stock trading --…

社会与信息网络 · 计算机科学 2025-09-03 Wei Jiang , Tong Chen , Wei Yuan , Xiangyu Zhao , Quoc Viet Hung Nguyen , Hongzhi Yin

The focus of this paper is modeling what we call a Social Radar, i.e. a method to estimate the relative influence between social agents, by sampling their opinions and as they evolve, after injecting in the network stubborn agents. The…

社会与信息网络 · 计算机科学 2016-11-17 Hoi-To Wai , Anna Scaglione , Amir Leshem
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