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Efficient and reliable social bot classification is crucial for detecting information manipulation on social media. Despite rapid development, state-of-the-art bot detection models still face generalization and scalability challenges, which…

计算机与社会 · 计算机科学 2020-06-05 Kai-Cheng Yang , Onur Varol , Pik-Mai Hui , Filippo Menczer

Twitter is one of the most popular social networks attracting millions of users, while a considerable proportion of online discourse is captured. It provides a simple usage framework with short messages and an efficient application…

社会与信息网络 · 计算机科学 2023-05-29 Alexander Shevtsov , Christos Tzagkarakis , Despoina Antonakaki , Sotiris Ioannidis

The Turing test aimed to recognize the behavior of a human from that of a computer algorithm. Such challenge is more relevant than ever in today's social media context, where limited attention and technology constrain the expressive power…

社会与信息网络 · 计算机科学 2017-03-07 Emilio Ferrara , Onur Varol , Clayton Davis , Filippo Menczer , Alessandro Flammini

While social media are a key source of data for computational social science, their ease of manipulation by malicious actors threatens the integrity of online information exchanges and their analysis. In this Chapter, we focus on malicious…

While most online social media accounts are controlled by humans, these platforms also host automated agents called social bots or sybil accounts. Recent literature reported on cases of social bots imitating humans to manipulate…

社会与信息网络 · 计算机科学 2017-03-07 Clayton A. Davis , Onur Varol , Emilio Ferrara , Alessandro Flammini , Filippo Menczer

Online social media are key platforms for the public to discuss political issues. As a result, researchers have used data from these platforms to analyze public opinions and forecast election results. Recent studies reveal the existence of…

计算机与社会 · 计算机科学 2020-06-03 Kai-Cheng Yang , Pik-Mai Hui , Filippo Menczer

Online social networks (OSNs) are increasingly threatened by social bots which are software-controlled OSN accounts that mimic human users with malicious intentions. A social botnet refers to a group of social bots under the control of a…

社会与信息网络 · 计算机科学 2016-04-07 Jinxue Zhang , Rui Zhang , Yanchao Zhang , Guanhua Yan

As our reliance on social media platforms and web services increase day by day, exploiters view these platforms as an opportunity to manipulate our thoughts ad actions. These platforms have become an open playground for social bot accounts.…

Online Social Media represent a pervasive source of information able to reach a huge audience. Sadly, recent studies show how online social bots (automated, often malicious accounts, populating social networks and mimicking genuine users)…

社会与信息网络 · 计算机科学 2019-09-10 Alessandro Balestrucci , Rocco De Nicola , Marinella Petrocchi , Catia Trubiani

The Web contains several social media platforms for discussion, exchange of ideas, and content publishing. These platforms are used by people, but also by distributed agents known as bots. Although bots have existed for decades, with many…

社会与信息网络 · 计算机科学 2022-03-09 Eduardo Graells-Garrido , Ricardo Baeza-Yates

Data extracted from social media platforms, such as Twitter, are both large in scale and complex in nature, since they contain both unstructured text, as well as structured data, such as time stamps and interactions between users. A key…

社会与信息网络 · 计算机科学 2014-11-17 Donggeng Xia , Shawn Mankad , George Michailidis

Detecting Twitter Bots is crucial for maintaining the integrity of online discourse, safeguarding democratic processes, and preventing the spread of malicious propaganda. However, advanced Twitter Bots today often employ sophisticated…

社会与信息网络 · 计算机科学 2024-08-07 Jibing Gong , Jiquan Peng , Jin Qu , ShuYing Du , Kaiyu Wang

Bots are, for many Web and social media users, the source of many dangerous attacks or the carrier of unwanted messages, such as spam. Nevertheless, crawlers and software agents are a precious tool for analysts, and they are continuously…

社会与信息网络 · 计算机科学 2014-07-31 Luca Maria Aiello , Martina Deplano , Rossano Schifanella , Giancarlo Ruffo

Automated social media accounts, known as bots, are increasingly recognized as key tools for manipulative online activities. These activities can stem from coordination among several accounts and these automated campaigns can manipulate…

社会与信息网络 · 计算机科学 2023-11-01 Yasser Zouzou , Onur Varol

The increased relevance of social media in our daily life has been accompanied by efforts to manipulate online conversations and opinions. Deceptive social bots -- automated or semi-automated accounts designed to impersonate humans -- have…

计算机与社会 · 计算机科学 2019-02-07 Kai-Cheng Yang , Onur Varol , Clayton A. Davis , Emilio Ferrara , Alessandro Flammini , Filippo Menczer

Amidst widespread reports of digital influence operations during major elections, policymakers, scholars, and journalists have become increasingly interested in the political impact of social media 'bots.' Most recently, platform companies…

计算机与社会 · 计算机科学 2018-08-16 Robert Gorwa , Douglas Guilbeault

Social media platforms can expose influential trends in many aspects of everyday life. However, the movements they represent can be contaminated by disinformation. Social bots are one of the significant sources of disinformation in social…

机器学习 · 计算机科学 2022-03-14 Maryam Heidari , James H Jr Jones , Ozlem Uzuner

Serious concerns have been raised about the role of 'socialbots' in manipulating public opinion and influencing the outcome of elections by retweeting partisan content to increase its reach. Here we analyze the role and influence of…

社会与信息网络 · 计算机科学 2018-05-18 Marian-Andrei Rizoiu , Timothy Graham , Rui Zhang , Yifei Zhang , Robert Ackland , Lexing Xie

Social botnets have become an important phenomenon on social media. There are many ways in which social bots can disrupt or influence online discourse, such as, spam hashtags, scam twitter users, and astroturfing. In this paper we…

计算机与社会 · 计算机科学 2016-04-14 Norah Abokhodair , Daisy Yoo , David W. McDonald

Bots, social media accounts controlled by software rather than by humans, have recently been under the spotlight for their association with various forms of online manipulation. To date, much work has focused on social bot detection, but…

人机交互 · 计算机科学 2018-02-15 Iacopo Pozzana , Emilio Ferrara