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相关论文: A Network Topology Approach to Bot Classification

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Increasing evidence suggests that a growing amount of social media content is generated by autonomous entities known as social bots. In this work we present a framework to detect such entities on Twitter. We leverage more than a thousand…

社会与信息网络 · 计算机科学 2017-03-28 Onur Varol , Emilio Ferrara , Clayton A. Davis , Filippo Menczer , Alessandro Flammini

The characterization and detection of bots with their presumed ability to manipulate society on social media platforms have been subject to many research endeavors over the last decade. In the absence of ground truth data (i.e., accounts…

社会与信息网络 · 计算机科学 2024-04-02 Dennis Assenmacher , Leon Fröhling , Claudia Wagner

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…

Online Social Networks have revolutionized how we consume and share information, but they have also led to a proliferation of content not always reliable and accurate. One particular type of social accounts is known to promote unreputable…

社会与信息网络 · 计算机科学 2023-04-18 Edoardo Di Paolo , Marinella Petrocchi , Angelo Spognardi

Bots, simply defined as accounts controlled by automation, can be used as a weapon for online manipulation and pose a threat to the health of platforms. Researchers have studied online platforms to detect, estimate, and characterize bot…

社会与信息网络 · 计算机科学 2022-11-08 Onur Varol

With the increasing use of social media data for health-related research, the credibility of the information from this source has been questioned as the posts may originate from automated accounts or "bots". While automatic bot detection…

计算与语言 · 计算机科学 2019-10-01 Anahita Davoudi , Ari Z. Klein , Abeed Sarker , Graciela Gonzalez-Hernandez

Automated accounts on social media have become increasingly problematic. We propose a key feature in combination with existing methods to improve machine learning algorithms for bot detection. We successfully improve classification…

社会与信息网络 · 计算机科学 2019-04-30 Laurenz A Cornelissen , Petrus Schoonwinkel , Richard J Barnett

This is an approach to detecting a subset of bots on Twitter, that at best is under-researched. This approach will be generic enough to be adaptable to most, if not all social networks. The subset of bots this focuses on are those that can…

社会与信息网络 · 计算机科学 2018-08-30 Jeremy Fields

Twitter bot detection has become an important and challenging task to combat misinformation and protect the integrity of the online discourse. State-of-the-art approaches generally leverage the topological structure of the Twittersphere,…

社会与信息网络 · 计算机科学 2021-12-14 Shangbin Feng , Zhaoxuan Tan , Rui Li , Minnan Luo

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

Chatter on social media is 20% bots and 80% humans. Chatter by bots and humans is consistently different: bots tend to use linguistic cues that can be easily automated while humans use cues that require dialogue understanding. Bots use…

计算机与社会 · 计算机科学 2025-02-27 Lynnette Hui Xian Ng , Kathleen M. Carley

For more than a decade now, academicians and online platform administrators have been studying solutions to the problem of bot detection. Bots are computer algorithms whose use is far from being benign: malicious bots are purposely created…

密码学与安全 · 计算机科学 2025-06-25 Rocco De Nicola , Marinella Petrocchi , Manuel Pratelli

The importance of social media in our daily lives has unfortunately led to an increase in the spread of misinformation, political messages and malicious links. One of the most popular ways of carrying out those activities is using automated…

社会与信息网络 · 计算机科学 2024-11-12 Salvador Lopez-Joya , Jose A. Diaz-Garcia , M. Dolores Ruiz , Maria J. Martin-Bautista

The widespread of Online Social Networks and the opportunity to commercialize popular accounts have attracted a large number of automated programs, known as artificial accounts. This paper focuses on the classification of human and fake…

社会与信息网络 · 计算机科学 2021-09-17 Ilia Karpov , Ekaterina Glazkova

We consider the problem of identifying coordinated influence campaigns conducted by automated agents or bots in a social network. We study several different Twitter datasets which contain such campaigns and find that the bots exhibit…

社会与信息网络 · 计算机科学 2018-05-28 Nicolas Guenon des Mesnards , Tauhid Zaman

Recent research has shown a substantial active presence of bots in online social networks (OSNs). In this paper we utilise our past work on studying bots (Stweeler) to comparatively analyse the usage and impact of bots and humans on…

社会与信息网络 · 计算机科学 2017-05-17 Zafar Gilani , Reza Farahbakhsh , Gareth Tyson , Liang Wang , Jon Crowcroft

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

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

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

The idea that social media platforms like Twitter are inhabited by vast numbers of social bots has become widely accepted in recent years. Social bots are assumed to be automated social media accounts operated by malicious actors with the…

社会与信息网络 · 计算机科学 2022-07-26 Florian Gallwitz , Michael Kreil
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