Automatic malware classification and new malware detection using machine learning

L Liu, B Wang, B Yu, Q Zhong - Frontiers of Information Technology & …, 2017 - Springer
… of malware programs. Therefore, we propose a machine learning based malware analysis …
processing, decision making, and new malware detection. The data processing module deals …

Machine learning aided Android malware classification

N Milosevic, A Dehghantanha, KKR Choo - Computers & Electrical …, 2017 - Elsevier
… We present a machine learning model for Android malware detection based on app
permissions. This approach is lightweight and computationally inexpensive, and can be deployed …

Performance analysis of machine learning and pattern recognition algorithms for malware classification

BN Narayanan, O Djaneye-Boundjou… - 2016 IEEE national …, 2016 - ieeexplore.ieee.org
… can say that malware classification can be improved if solved as an image classification
problem. … In the present study, we perform malware classification of the publicly available Kaggle …

A survey of machine learning methods and challenges for windows malware classification

E Raff, C Nicholas - arXiv preprint arXiv:2006.09271, 2020 - arxiv.org
… The second class of malware classification we will refer to as malware family classification.
Analysts and security professionals use this process to sort through new binaries and …

Malware classification using machine learning algorithms

N Udayakumar, VJ Saglani, AV Cupta… - … on Trends in …, 2018 - ieeexplore.ieee.org
… different types of malware and how we will use Machine Learning to detect these malwares.
… The experiment we did is malware classification. We used various machine learning

Malware classification using probability scoring and machine learning

D Xue, J Li, T Lv, W Wu, J Wang - IEEE Access, 2019 - ieeexplore.ieee.org
… analyze the behavior of the malware. In this work, we propose a malware classification system
Malscore based on probability scoring and machine learning. We first generate grayscale …

A comprehensive survey on identification of malware types and malware classification using machine learning techniques

N Pachhala, S Jothilakshmi… - 2021 2nd international …, 2021 - ieeexplore.ieee.org
… of machine learning methods for malware detection, with a special emphasis on deep learning
… a framework to analyse malware [15] behaviour using machine learning automatically. …

Analysis of malware behavior: Type classification using machine learning

RS Pirscoveanu, SS Hansen… - … conference on cyber …, 2015 - ieeexplore.ieee.org
… behavior of the malware, but in this paper they strive to classify malware into known … malware
classification approach developed in order to provide an accurate classification of malware

Malware classification with deep convolutional neural networks

M Kalash, M Rochan, N Mohammed… - 2018 9th IFIP …, 2018 - ieeexplore.ieee.org
malware, however, most of the existing machine learning … techniques that are tolerant of
variants of malware files that belong to … a deep learning architecture for malware classification. …

Malware classification with recurrent networks

R Pascanu, JW Stokes, H Sanossian… - … , Speech and Signal …, 2015 - ieeexplore.ieee.org
… Attackers often create systems that automatically rewrite and reorder their malware to avoid
detection. Typical machine learning approaches, which learn a classifier based on a hand …