PDF malware detection based on optimizable decision trees
Portable document format (PDF) files are one of the most universally used file types. This
has incentivized hackers to develop methods to use these normally innocent PDF files to …
has incentivized hackers to develop methods to use these normally innocent PDF files to …
Boosting training for PDF malware classifier via active learning
Y Li, X Wang, Z Shi, R Zhang, J Xue… - International journal of …, 2022 - Wiley Online Library
Abstract Machine learning algorithms are widely used for cybersecurity applications, include
spam, malware detection. In these applications, the machine learning model has to face …
spam, malware detection. In these applications, the machine learning model has to face …
Design and analysis of machine learning based technique for malware identification and classification of portable document format files
SS Alshamrani - Security and Communication Networks, 2022 - Wiley Online Library
Modern day antivirus software, which is available commercially, is incapable of providing the
protection from the malicious portable document format (PDF) files and thus considered as a …
protection from the malicious portable document format (PDF) files and thus considered as a …
[PDF][PDF] Comparative analysis of machine learning models for PDF malware detection: Evaluating different training and testing criteria
The proliferation of maliciously coded documents as file transfers increase has led to a rise
in sophisticated attacks. Portable Document Format (PDF) files have emerged as a major …
in sophisticated attacks. Portable Document Format (PDF) files have emerged as a major …
PDF Malware Detection Based on Fuzzy Unordered Rule Induction Algorithm (FURIA)
S Mejjaouli, S Guizani - Applied Sciences, 2023 - mdpi.com
The number of cyber-attacks is increasing daily, and attackers are coming up with new ways
to harm their target by disseminating viruses and other malware. With new inventions and …
to harm their target by disseminating viruses and other malware. With new inventions and …
[PDF][PDF] XAI-PDF: a robust framework for malicious PDF detection leveraging SHAP-based feature engineering.
M Al-Fayoumi, QA Al-Haija, R Armoush… - Int. Arab J. Inf …, 2024 - researchgate.net
With the increasing number of malicious PDF files used for cyberattacks, it is essential to
develop efficient and accurate classifiers to detect and prevent these threats. Machine …
develop efficient and accurate classifiers to detect and prevent these threats. Machine …
PDF Malware Detection: Towards Machine Learning Modeling with Explainability Analysis
The Portable Document Format (PDF) is one of the most widely used file types, thus
fraudsters insert harmful code into victims' PDF documents to compromise their equipment …
fraudsters insert harmful code into victims' PDF documents to compromise their equipment …
Malware detection using byte streams of different file formats
Malware detection is becoming more important task as we face more data on the Internet.
Web users are vulnerable to non-executable files such as Word files and Hangul Word …
Web users are vulnerable to non-executable files such as Word files and Hangul Word …
Intelligent optimal gated recurrent unit based malicious pdf detection and classification model
PP Chandran, M Jeyakarthic - … International Conference on …, 2022 - ieeexplore.ieee.org
Because of the familiarity of the portable document format (PDF) and raising number of
susceptibilities in most of the PDF viewer applications, malware writers endure to utilize it to …
susceptibilities in most of the PDF viewer applications, malware writers endure to utilize it to …
Overview of pdf malware classifiers
PDF means Portable Document Format. It is a commonly used format for data exchange
nowadays. Though, it turns out to be the most striking to the target for misuse by malware …
nowadays. Though, it turns out to be the most striking to the target for misuse by malware …