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 …

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 …

PDF malware detection based on optimizable decision trees

Q Abu Al-Haija, A Odeh, H Qattous - Electronics, 2022 - mdpi.com
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 …

[PDF][PDF] Comparative analysis of machine learning models for PDF malware detection: Evaluating different training and testing criteria

B Khan, M Arshad, SS Khan - Journal of Cybersecurity, 2023 - researchgate.net
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 …

[PDF][PDF] Invasive weed optimization with stacked long short term memory for pdf malware detection and classification

P Chandran, R Hema… - International journal of …, 2022 - researchgate.net
Due to high versatility and widespread adoption, PDF documents are widely exploited for
launching attacks by cyber criminals. PDFs have been conventionally utilized as an effective …

Interpreting Machine and Deep Learning Models for PDF Malware Detection using XAI and SHAP Framework

T Rahman, N Ahmed, S Monjur… - … for Innovation in …, 2023 - ieeexplore.ieee.org
As the world progresses towards a digital era, the transfer of data in Portable Document
Format (PDF) has become ubiquitous. Regrettably, this format is susceptible to malware …

[PDF][PDF] Malware Detection in Portable Document Format (PDF) Files with Byte Frequency Distribution (BFD) and Support Vector Machine (SVM)

H Saputra, D Stiawan, H Satria - Jurnal Ilmiah Teknik Elektro …, 2023 - eprints.uad.ac.id
Portable Document Format (PDF) files as well as files in several other formats such as (.
docx,. hwp and. jpg) are often used to conduct cyber attacks. According to VirusTotal, PDF …

[PDF][PDF] Application of adaptive neuro-fuzzy inference system for information secuirty

A Altaher, A Almomani, S Ramadass - Journal of Computer Science, 2012 - Citeseer
Problem statement: Computer networks are expanding at very fast rate and the number of
network users is increasing day by day, for full utilization of networks it need to be secured …

Android malware detection using PMCC heatmap and Fuzzy Unordered Rule Induction Algorithm (FURIA)

NK Kamarudin, A Firdaus, A Zabidi… - Journal of Intelligent …, 2023 - content.iospress.com
Many smart mobile devices, including smartphones, smart televisions, smart watches, and
smart vacuums, have been powered by Android devices. Therefore, mobile devices have …

[PDF][PDF] Optimal deep belief network enabled malware detection and classification model

PP Chandran, NH Rajini, M Jeyakarthic - Intell Autom Soft Comput, 2023 - academia.edu
Cybercrime has increased considerably in recent times by creating new methods of stealing,
changing, and destroying data in daily lives. Portable Document Format (PDF) has been …