A comprehensive review on malware detection approaches

ÖA Aslan, R Samet - IEEE access, 2020 - ieeexplore.ieee.org
According to the recent studies, malicious software (malware) is increasing at an alarming
rate, and some malware can hide in the system by using different obfuscation techniques. In …

[PDF][PDF] A survey of malware detection techniques

N Idika, AP Mathur - Purdue University, 2007 - profsandhu.com
Malware is a worldwide epidemic. Studies suggest that the impact of malware is getting
worse. Malware detectors are the primary tools in defense against malware. The quality of …

Tight arms race: Overview of current malware threats and trends in their detection

L Caviglione, M Choraś, I Corona, A Janicki… - IEEE …, 2020 - ieeexplore.ieee.org
Cyber attacks are currently blooming, as the attackers reap significant profits from them and
face a limited risk when compared to committing the “classical” crimes. One of the major …

Visualization and deep-learning-based malware variant detection using OpCode-level features

A Darem, J Abawajy, A Makkar, A Alhashmi… - Future Generation …, 2021 - Elsevier
Malicious software (malware) is a major threat to the systems and networks' security.
Although anti-malware products are used to protect systems and networks against malware …

A survey on malware detection using data mining techniques

Y Ye, T Li, D Adjeroh, SS Iyengar - ACM Computing Surveys (CSUR), 2017 - dl.acm.org
In the Internet age, malware (such as viruses, trojans, ransomware, and bots) has posed
serious and evolving security threats to Internet users. To protect legitimate users from these …

[PDF][PDF] Comparative analysis of feature extraction methods of malware detection

S Ranveer, S Hiray - International Journal of Computer Applications, 2015 - Citeseer
Recent years have encountered massive growth in malwares which poses a severe threat to
modern computers and internet security. Existing malware detection systems are confronting …

A new malware classification framework based on deep learning algorithms

Ö Aslan, AA Yilmaz - Ieee Access, 2021 - ieeexplore.ieee.org
Recent technological developments in computer systems transfer human life from real to
virtual environments. Covid-19 disease has accelerated this process. Cyber criminals' …

A comprehensive survey of tools and techniques mitigating computer and mobile malware attacks

SA Roseline, S Geetha - Computers & Electrical Engineering, 2021 - Elsevier
In this era of modernization, digital technology plays a major role in all facets of life. We are
accustomed to using computers and smartphones to access information, create, express …

Malware detection issues, challenges, and future directions: A survey

FA Aboaoja, A Zainal, FA Ghaleb, BAS Al-Rimy… - Applied Sciences, 2022 - mdpi.com
The evolution of recent malicious software with the rising use of digital services has
increased the probability of corrupting data, stealing information, or other cybercrimes by …

Machine learning algorithm for malware detection: Taxonomy, current challenges, and future directions

NZ Gorment, A Selamat, LK Cheng, O Krejcar - IEEE Access, 2023 - ieeexplore.ieee.org
Malware has emerged as a cyber security threat that continuously changes to target
computer systems, smart devices, and extensive networks with the development of …