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The increase in people's use of mobile messaging services has led to the spread of social engineering attacks like phishing, considering that spam text is one of the main factors in the dissemination of phishing attacks to steal sensitive…

Computation and Language · Computer Science 2022-05-10 Mai A. Shaaban , Yasser F. Hassan , Shawkat K. Guirguis

Most existing techniques for spam detection on Twitter aim to identify and block users who post spam tweets. In this paper, we propose a Semi-Supervised Spam Detection (S3D) framework for spam detection at tweet-level. The proposed…

Information Retrieval · Computer Science 2018-12-27 Surendra Sedhai , Aixin Sun

Spammer detection on social network is a challenging problem. The rigid anti-spam rules have resulted in emergence of "smart" spammers. They resemble legitimate users who are difficult to identify. In this paper, we present a novel spammer…

Computation and Language · Computer Science 2016-09-12 Linqing Liu , Yao Lu , Ye Luo , Renxian Zhang , Laurent Itti , Jianwei Lu

Spam emails are unsolicited, annoying and sometimes harmful messages which may contain malware, phishing or hoaxes. Unlike most studies that address the design of efficient anti-spam filters, we approach the spam email problem from a…

Machine Learning · Computer Science 2024-02-09 F. Janez-Martino , R. Alaiz-Rodriguez , V. Gonzalez-Castro , E. Fidalgo , E. Alegre

In recent years, Cyber attacks have increased in number, and with them, the intensity of the attacks and their potential to damage the user have also increased significantly. In an ever-advancing world, users find it difficult to keep up…

Cryptography and Security · Computer Science 2024-11-22 Latesh G. Malik , Rohini Shambharkar , Shivam Morey , Shubhlak Kanpate , Vedika Raut

In the modern era, mobile phones have become ubiquitous, and Short Message Service (SMS) has grown to become a multi-million-dollar service due to the widespread adoption of mobile devices and the millions of people who use SMS daily.…

Computation and Language · Computer Science 2024-06-12 Dare Azeez Oyeyemi , Adebola K. Ojo

Spam pages are designed to maliciously appear among the top search results by excessive usage of popular terms. Therefore, spam pages should be removed using an effective and efficient spam detection system. Previous methods for web spam…

Information Retrieval · Computer Science 2013-07-25 Ali Hadian , Behrouz Minaei-Bidgoli

With the generalization of mobile communication systems, solicitations of all kinds in the form of messages and emails are received by users with increasing proportion of malicious ones. They are customized to pass anti-spam filters and ask…

Cryptography and Security · Computer Science 2017-06-30 P-Y. Cousin , V. Bernard , A. Lefaillet , M. Mugaruka , C. Raibaud

Web spam refers to some techniques, which try to manipulate search engine ranking algorithms in order to raise web page position in search engine results. In the best case, spammers encourage viewers to visit their sites, and provide…

Information Retrieval · Computer Science 2012-10-12 Shekoofeh Ghiam , Alireza Nemaney Pour

We evaluate empirically a scheme for combining classifiers, known as stacked generalization, in the context of anti-spam filtering, a novel cost-sensitive application of text categorization. Unsolicited commercial e-mail, or "spam", floods…

Computation and Language · Computer Science 2007-05-23 G. Sakkis , I. Androutsopoulos , G. Paliouras , V. Karkaletsis , C. D. Spyropoulos , P. Stamatopoulos

Nowadays, with the rise of Internet access and mobile devices around the globe, more people are using social networks for collaboration and receiving real-time information. Twitter, the microblogging that is becoming a critical source of…

Cryptography and Security · Computer Science 2020-12-02 Sepideh Bazzaz Abkenar , Mostafa Haghi Kashani , Mohammad Akbari , Ebrahim Mahdipour

Email is a private medium of communication, and the inherent privacy constraints form a major obstacle in developing effective spam filtering methods which require access to a large amount of email data belonging to multiple users. To…

Machine Learning · Computer Science 2011-09-20 Manas A. Pathak , Mehrbod Sharifi , Bhiksha Raj

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

Email tracking allows email senders to collect fine-grained behavior and location data on email recipients, who are uniquely identifiable via their email address. Such tracking invades user privacy in that email tracking techniques gather…

Computers and Society · Computer Science 2018-06-12 Johannes Haupt , Benedict Bender , Benjamin Fabian , Stefan Lessmann

Cybercriminals have found in online social networks a propitious medium to spread spam and malicious content. Existing techniques for detecting spam include predicting the trustworthiness of accounts and analyzing the content of these…

Cybercriminals have leveraged the popularity of a large user base available on Online Social Networks to spread spam campaigns by propagating phishing URLs, attaching malicious contents, etc. However, another kind of spam attacks using…

Social and Information Networks · Computer Science 2018-02-13 Srishti Gupta , Abhinav Khattar , Arpit Gogia , Ponnurangam Kumaraguru , Tanmoy Chakraborty

Spam messages are an increasing threat to mobile communication. Several mitigation techniques have been proposed, including white and black listing, challenge-response and content-based filtering. However, none are perfect and it makes…

Cryptography and Security · Computer Science 2009-08-19 Ji Won Yoon , Hyoungshick Kim , Jun Ho Huh

Naive Bayes spam filters are highly susceptible to data poisoning attacks. Here, known spam sources/blacklisted IPs exploit the fact that their received emails will be treated as (ground truth) labeled spam examples, and used for classifier…

Cryptography and Security · Computer Science 2018-11-02 David J. Miller , Xinyi Hu , Zhen Xiang , George Kesidis

The Trinity (Brodsky et al., 2007) spam classification system is based on a distributed hash table that is implemented using a structured peer-to-peer overlay. Such an overlay must be capable of processing hundreds of messages per second,…

Distributed, Parallel, and Cluster Computing · Computer Science 2008-08-14 Alex Brodsky , Scott Lindenberg

Once an email problem, spam has nowadays branched into new territories with disruptive effects. In particular, spam has established itself over the recent years as a ubiquitous, annoying, and sometimes threatening aspect of online social…

Information Retrieval · Computer Science 2015-12-17 Nour El-Mawass , Saad Alaboodi