Mlmd—a malware-detecting antivirus tool based on the xgboost machine learning algorithm

J Palša, N Ádám, J Hurtuk, E Chovancová, B Madoš… - Applied Sciences, 2022 - mdpi.com
This paper focuses on training machine learning models using the XGBoost and extremely
randomized trees algorithms on two datasets obtained using static and dynamic analysis of …

Malware Detection Using The Machine Learning Based Modified Partial Swarm Optimization Approach

S Sivakumar, S Saminathan, R Ranjana… - 2023 International …, 2023 - ieeexplore.ieee.org
Malware analysis includes a crucial step after malware detection called malware
categorization, which classifies dangerous files. There have been many reported static and …

Explainable AI for Cybersecurity

SR Sindiramutty, CE Tan, SP Lau… - … in Explainable AI …, 2024 - igi-global.com
In recent years, the utilization of AI in the field of cybersecurity has become more
widespread. Black-box AI models pose a significant challenge in terms of interpretability and …

[PDF][PDF] An Evaluation of Current Malware Trends and Defense Techniques: A Sco** Review with Empirical Case Studies

A Cletus, AA Opoku, BA Weyori - Journal of Advances in Information …, 2024 - jait.us
1 Department of Computer Science and Informatics, University of Energy and Natural
Resources, Sunyani, Ghana 2 Department of Mathematics and ICT, St. John Boscos College …

Dynamic malware analysis using machine learning-based detection algorithms

EGV Enriquez, J Gutiérrez-Cárdenas - Interfases, 2024 - revistas.ulima.edu.pe
With the increasing popularity of cell phone use, the risk of malware infections on such
devices has increased, resulting in financial losses for both individuals and organizations …

[PDF][PDF] AN IMPROVED MALWARE VARIANT DETECTION MODEL BASED ON HOMOGENEOUS STATIC HYBRID FEATURES AND A DATA AUGMENTATION …

A CLETUS, AA OPOKU, BA WEYORI - Journal of Theoretical and Applied …, 2023 - jatit.org
The use of Machine learning has become the de-facto standard for malware defense due to
the limitations of signature-based, heuristic-based and other cloud-based techniques …