Low-level behavioral malware identification for windows operating systems

Berdiyev, Alisher, Shoraimov, Khusanboy, Xalikova, Madina

Innovations in Science and Technologies · 2024-yil

Annotatsiya

We provide an e10lanation of a minimal behavioral malware detection method that makes use of Microsoft Windows prefetch files. We show that our malware detection scales linearly for training samples and achieves a high detection rate with a low false-positive rate of 1×10-3. We test our malware detection's generalizability on two distinct Windows platforms using two different sets of applications. We examine the decline in our malware detection system's performance due to concept drift and its capacity for adaptation. Lastly, we demonstrate an efficient auxiliary defensive method against such attacks and compare our malware detection performance against evasive malware.

Maqola ma’lumotlari
MualliflarBerdiyev, Alisher, Shoraimov, Khusanboy, Xalikova, Madina
JurnalInnovations in Science and Technologies
NashriyotТошкент давлат иқтисодиёт университети
ISSN3030-3451
Nashr sanasi2024-03-19
Jild1
Son1
Betlar77-81
TilIngliz
Ilmiy sohaIqtisodiyot
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APABerdiyev, Alisher, Shoraimov, Khusanboy, & Xalikova, Madina (2024). LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS. Innovations in Science and Technologies, 1(1), 77-81. https://innoist.uz/index.php/ist/article/view/161
GOST (OAK)Berdiyev, Alisher, Shoraimov, Khusanboy, Xalikova, Madina LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS // Innovations in Science and Technologies. – 2024. – T. 1, № 1. – P. 77-81.
MLABerdiyev, Alisher, Shoraimov, Khusanboy, and Xalikova, Madina. “LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS.” Innovations in Science and Technologies, 1(1), 77-81, 2024. https://innoist.uz/index.php/ist/article/view/161
ChicagoBerdiyev, Alisher, Shoraimov, Khusanboy, and Xalikova, Madina. “LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS.” Innovations in Science and Technologies, 1(1), 77-81 (2024). https://innoist.uz/index.php/ist/article/view/161
HarvardBerdiyev, Alisher, Shoraimov, Khusanboy, and Xalikova, Madina (2024) ‘LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS’, Innovations in Science and Technologies, 1(1), 77-81. https://innoist.uz/index.php/ist/article/view/161
BibTeX
@article{berdiyevalisher2024,
  title = {LOW-LEVEL BEHAVIORAL MALWARE IDENTIFICATION FOR WINDOWS OPERATING SYSTEMS},
  author = {Berdiyev, Alisher and Shoraimov, Khusanboy and Xalikova, Madina},
  journal = {Innovations in Science and Technologies},
  year = {2024},
  volume = {1},
  number = {1},
  pages = {77-81},
  url = {https://innoist.uz/index.php/ist/article/view/161}
}

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