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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

The increasing threat of SMS spam, driven by evolving adversarial techniques and concept drift, calls for more robust and adaptive detection methods. In this paper, we evaluate the potential of large language models (LLMs), both open-source…

Cryptography and Security · Computer Science 2025-01-10 Muhammad Salman , Muhammad Ikram , Nardine Basta , Mohamed Ali Kaafar

We investigate the performance of two machine learning algorithms in the context of anti-spam filtering. The increasing volume of unsolicited bulk e-mail (spam) has generated a need for reliable anti-spam filters. Filters of this type have…

E-commerce is the fastest-growing segment of the economy. Online reviews play a crucial role in helping consumers evaluate and compare products and services. As a result, fake reviews (opinion spam) are becoming more prevalent and…

Machine Learning · Computer Science 2022-05-27 Kiril Danilchenko , Michael Segal , Dan Vilenchik

An improved email classification method based on Artificial Immune System is proposed in this paper to develop an immune based system by using the immune learning, immune memory in solving complex problems in spam detection. An optimized…

Cryptography and Security · Computer Science 2014-02-07 Ismaila Idris , Shafii Muhammad Abdulhamid

Text-based communication is highly favoured as a communication method, especially in business environments. As a result, it is often abused by sending malicious messages, e.g., spam emails, to deceive users into relaying personal…

Information Retrieval · Computer Science 2022-04-14 Annalisa Occhipinti , Louis Rogers , Claudio Angione

We provide an automated graph theoretic method for identifying individual users' trusted networks of friends in cyberspace. We routinely use our social networks to judge the trustworthiness of outsiders, i.e., to decide where to buy our…

Disordered Systems and Neural Networks · Physics 2009-09-29 P. Oscar Boykin , Vwani Roychowdhury

The battle between email service providers and senders of mass unsolicited emails (Spam) continues to gain traction. Vast numbers of Spam emails are sent mainly from automatic botnets distributed over the world. One method for mitigating…

Cryptography and Security · Computer Science 2012-05-08 Eitan Menahem , Rami Puzis

The Internet has dramatically changed the relationship among people and their relationships with others people and made the valuable information available for the users. Email is the service, which the Internet provides today for its own…

Information Retrieval · Computer Science 2013-10-24 Foruzan Kiamarzpour , Rouhollah Dianat , Mohammad bahrani , Mehdi Sadeghzadeh

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

Image spam emails are often used to evade text-based spam filters that detect spam emails with their frequently used keywords. In this paper, we propose a new image spam email detection tool called DeepCapture using a convolutional neural…

Machine Learning · Computer Science 2020-06-17 Bedeuro Kim , Sharif Abuadbba , Hyoungshick Kim

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

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

Email spam detection is a critical task in modern communication systems, essential for maintaining productivity, security, and user experience. Traditional machine learning and deep learning approaches, while effective in static settings,…

Cryptography and Security · Computer Science 2025-05-06 Ghazaleh SHirvani , Saeid Ghasemshirazi

A large part of modern day communications are carried out through the medium of E-mails, especially corporate communications. More and more people are using E-mail for personal uses too. Companies also send notifications to their customers…

Cryptography and Security · Computer Science 2015-03-13 Gaurav Ojha , Gaurav Kumar Tak

Email classification is still a mostly manual task. Consequently, most Web mail users never define a single folder. Recently however, automatic classification offering the same categories to all users has started to appear in some Web mail…

Artificial Intelligence · Computer Science 2016-07-01 Mihajlo Grbovic , Guy Halawi , Zohar Karnin , Yoelle Maarek

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

Contemporary e-mail services have high availability expectations from the customers and are resource-strained because of the high-volume throughput and spam attacks. Deep Machine Learning architectures, which are resource hungry and require…

Cryptography and Security · Computer Science 2025-11-04 Stanislav Selitskiy

Electronic mail services have become an important source of communication for millions of people all over the world. Due to this tremendous growth, there has been a significant increase in spam traffic. Spam messes up user's inbox, consumes…

Cryptography and Security · Computer Science 2010-12-09 Dhinaharan Nagamalai , Beatrice Cynthia Dhinakaran , Jae Kwang Lee

Despite a large amount of effort devoted in the past years trying to limit unsolicited mail, spam is still a major global concern. Content-analysis techniques and blacklists, the most popular methods used to identify and block spam, are…

Networking and Internet Architecture · Computer Science 2008-09-01 Dominik Schatzmann , Martin Burkhart , Thrasyvoulos Spyropoulos