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
Malware is malicious code that has an effect on the user or device and allows an attacker to
do significant harm to the machine. Malware is a kind of computer virus that increases in …

Metamorphic malware and obfuscation: a survey of techniques, variants, and generation kits

K Brezinski, K Ferens - Security and Communication Networks, 2023 - Wiley Online Library
The competing landscape between malware authors and security analysts is an ever‐
changing battlefield over who can innovate over the other. While security analysts are …

Malware detection using machine learning and deep learning

H Rathore, S Agarwal, SK Sahay, M Sewak - Big Data Analytics: 6th …, 2018 - Springer
Research shows that over the last decade, malware have been growing exponentially,
causing substantial financial losses to various organizations. Different anti-malware …

Detection of malware by deep learning as CNN-LSTM machine learning techniques in real time

MS Akhtar, T Feng - Symmetry, 2022 - mdpi.com
Cyber-attacks on the numerous parts of today's fast developing IoT are only going to
increase in frequency and severity. A reliable method for detecting malicious attacks such as …

Detection of advanced malware by machine learning techniques

S Sharma, C Rama Krishna, SK Sahay - Soft Computing: Theories and …, 2019 - Springer
In today's digital world most of the anti-malware tools are signature based, which is
ineffective to detect advanced unknown malware, viz. metamorphic malware. In this paper …

Evolution of malware and its detection techniques

SK Sahay, A Sharma, H Rathore - Information and Communication …, 2020 - Springer
In today's world, information is one of the most valuable assets, but there is a major threat to
it by the evolving second-generation sophisticated malware, because it can enter the …

[PDF][PDF] A comprehensive survey: ransomware attacks prevention, monitoring and damage control

JP Tailor, AD Patel - Int. J. Res. Sci. Innov, 2017 - academia.edu
Ransomware is a type of malware that prevents or restricts user from accessing their system,
either by locking the system's screen or by locking the users' files in the system unless a …

Malware classification using compact image features and multiclass support vector machines

L Ghouti, M Imam - IET Information Security, 2020 - Wiley Online Library
Malware and malicious code do not only incur considerable costs and losses but impact
negatively the reputation of the targeted organisations. Malware developers, hackers, and …

Metamorphic malware identification using engine-specific patterns based on co-opcode graphs

AG Kakisim, M Nar, I Sogukpinar - Computer Standards & Interfaces, 2020 - Elsevier
A metamorphic virus is a type of malware that modifies its code using a morphing engine.
Morphing engines are used to generate a large number of metamorphic malware variants by …

DRLDO: A novel DRL based De-obfuscationsystem for defense against metamorphic malware

M Sewak, SK Sahay, H Rathore - arXiv preprint arXiv:2102.00898, 2021 - arxiv.org
In this paper, we propose a novel mechanism to normalize metamorphic and obfuscated
malware down at the opcode level and hence create an advanced metamorphic malware de …