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Historically, machine learning in computer security has prioritized defense: think intrusion detection systems, malware classification, and botnet traffic identification. Offense can benefit from data just as well. Social networks, with…

Cryptography and Security · Computer Science 2018-02-15 John Seymour , Philip Tully

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…

Social and Information Networks · Computer Science 2016-04-07 Jinxue Zhang , Rui Zhang , Yanchao Zhang , Guanhua Yan

The spread of harmful mis-information in social media is a pressing problem. We refer accounts that have the capability of spreading such information to viral proportions as "Pathogenic Social Media" accounts. These accounts include…

Social and Information Networks · Computer Science 2019-05-07 Elham Shaabani , Ruocheng Guo , Paulo Shakarian

The mental health of social media users has started more and more to be put at risk by harmful, hateful, and offensive content. In this paper, we propose \textsc{StopHC}, a harmful content detection and mitigation architecture for social…

Social and Information Networks · Computer Science 2024-11-12 Ciprian-Octavian Truică , Ana-Teodora Constantinescu , Elena-Simona Apostol

This paper addresses the important problem of discerning hateful content in social media. We propose a detection scheme that is an ensemble of Recurrent Neural Network (RNN) classifiers, and it incorporates various features associated with…

Computation and Language · Computer Science 2019-07-05 Georgios K. Pitsilis , Heri Ramampiaro , Helge Langseth

Fake engagement is one of the significant problems in Online Social Networks (OSNs) which is used to increase the popularity of an account in an inorganic manner. The detection of fake engagement is crucial because it leads to loss of money…

Information Retrieval · Computer Science 2022-05-23 Fatih Cagatay Akyon , Esat Kalfaoglu

Social media for news consumption is becoming increasingly popular due to its easy access, fast dissemination, and low cost. However, social media also enable the wide propagation of "fake news", i.e., news with intentionally false…

Social and Information Networks · Computer Science 2018-04-30 Kai Shu , H. Russell Bernard , Huan Liu

Phishing is an increasingly sophisticated form of cyberattack that is inflicting huge financial damage to corporations throughout the globe while also jeopardizing individuals' privacy. Attackers are constantly devising new methods of…

Cryptography and Security · Computer Science 2024-03-18 Asif Newaz , Farhan Shahriyar Haq , Nadim Ahmed

Existence of spam URLs over emails and Online Social Media (OSM) has become a massive e-crime. To counter the dissemination of long complex URLs in emails and character limit imposed on various OSM (like Twitter), the concept of URL…

Cryptography and Security · Computer Science 2014-06-17 Neha Gupta , Anupama Aggarwal , Ponnurangam Kumaraguru

This paper presents a practical side-channel attack that identifies the social web service account of a visitor to an attacker's website. Our attack leverages the widely adopted user-blocking mechanism, abusing its inherent property that…

Cryptography and Security · Computer Science 2018-05-15 Takuya Watanabe , Eitaro Shioji , Mitsuaki Akiyama , Keito Sasaoka , Takeshi Yagi , Tatsuya Mori

Social networking sites (SNSs) facilitate the sharing of ideas and information through different types of feedback including publishing posts, leaving comments and other type of reactions. However, some comments or feedback on SNSs are…

Social and Information Networks · Computer Science 2019-09-17 Praboda Rajapaksha , Reza Farahbakhsh , Noel Crespi , Bruno Defude

The use of alluring headlines (clickbait) to tempt the readers has become a growing practice nowadays. For the sake of existence in the highly competitive media industry, most of the on-line media including the mainstream ones, have started…

Social and Information Networks · Computer Science 2017-03-29 Md Main Uddin Rony , Naeemul Hassan , Mohammad Yousuf

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…

Machine Learning · Computer Science 2023-04-13 Manojit Chakraborty , Shubham Das , Radhika Mamidi

Pathogenic Social Media (PSM) accounts such as terrorist supporter accounts and fake news writers have the capability of spreading disinformation to viral proportions. Early detection of PSM accounts is crucial as they are likely to be key…

Social and Information Networks · Computer Science 2019-05-07 Elham Shaabani , Ashkan Sadeghi-Mobarakeh , Hamidreza Alvari , Paulo Shakarian

Given the huge impact that Online Social Networks (OSN) had in the way people get informed and form their opinion, they became an attractive playground for malicious entities that want to spread misinformation, and leverage their effect. In…

Social and Information Networks · Computer Science 2017-02-12 Mauro Conti , Daniele Lain , Riccardo Lazzeretti , Giulio Lovisotto , Walter Quattrociocchi

Web phishing remains a serious cyber threat responsible for most data breaches. Machine Learning (ML)-based anti-phishing detectors are seen as an effective countermeasure, and are increasingly adopted by web-browsers and software products.…

Cryptography and Security · Computer Science 2022-04-05 Alsharif Abuadbba , Shuo Wang , Mahathir Almashor , Muhammed Ejaz Ahmed , Raj Gaire , Seyit Camtepe , Surya Nepal

In the last decade we have witnessed the explosive growth of online social networking services (SNSs) such as Facebook, Twitter, RenRen and LinkedIn. While SNSs provide diverse benefits for example, forstering interpersonal relationships,…

Social and Information Networks · Computer Science 2016-05-04 Sihyun Jeong , Giseop Noh , Hayoung Oh , Chong-kwon Kim

The rise of social media platforms has led to an increase in cyber-aggressive behavior, encompassing a broad spectrum of hostile behavior, including cyberbullying, online harassment, and the dissemination of offensive and hate speech. These…

Computation and Language · Computer Science 2024-12-31 Swapnil Mane , Suman Kundu , Rajesh Sharma

Social networks enable users to freely communicate with each other and share their recent news, ongoing activities or views about different topics. As a result, they can be seen as a potentially viable source of information to understand…

Information Retrieval · Computer Science 2016-06-29 Fattane Zarrinkalam , Ebrahim Bagheri

The Internet has become an essential part of children's and adolescents' daily life. Social media platforms are used as educational and entertainment resources on daily bases by young users, leading enormous efforts to ensure their safety…

Social and Information Networks · Computer Science 2020-09-18 Sultan Alshamrani , Ahmed Abusnaina , David Mohaisen