IoT Malware Detection with Machine Learning

被引：0

作者：

Buttyan, Levente ^{[1
]}

Ferenc, Rudolf ^{[2
]}

机构：

[1] Budapest Univ Technol & Econ, Budapest, Hungary

[2] Univ Szeged, Szeged, Hungary

来源：

ERCIM NEWS | 2022年 / 129期

关键词：

D O I：

暂无

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Embedded devices are increasingly connected to the Internet to provide new and innovative applications in many domains. However, these IoT devices can also contain security vulnerabilities, which allow attackers to compromise them using malware. We report on our recent work on using machine learning for efficient and effective malware detection on resource-constrained IoT devices.

引用

页码：17 / 19

页数：3

共 50 条

[1] Federated learning for malware detection in IoT devices
Rey, Valerian
Sanchez Sanchez, Pedro Miguel
Huertas Celdran, Alberto
Bovet, Gerome
[J]. COMPUTER NETWORKS, 2022, 204
[2] Evolved IoT Malware Detection using Opcode Category Sequence through Machine Learning
Moon, Sunghyun
Kim, Youngho
Lee, Hyunjong
Kim, Donghoon
Hwang, Doosung
[J]. 2022 31ST INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS (ICCCN 2022), 2022,
[3] EDIMA: Early Detection of IoT Malware Network Activity Using Machine Learning Techniques
Kumar, Ayush
Lim, Teng Joon
[J]. 2019 IEEE 5TH WORLD FORUM ON INTERNET OF THINGS (WF-IOT), 2019, : 289 - 294
[4] Robust IoT Malware Detection and Classification Using Opcode Category Features on Machine Learning
Lee, Hyunjong
Kim, Sooin
Baek, Dongheon
Kim, Donghoon
Hwang, Doosung
[J]. IEEE ACCESS, 2023, 11 (18855-18867) : 18855 - 18867
[5] Application of Machine Learning in Malware Detection
Van Quynh, Trinh
Hien, Vu Thanh
Nguyen, Vu Thanh
Bao, Huynh Quoc
[J]. FUTURE DATA AND SECURITY ENGINEERING. BIG DATA, SECURITY AND PRIVACY, SMART CITY AND INDUSTRY 4.0 APPLICATIONS, FDSE 2022, 2022, 1688 : 362 - 374
[6] Applications of Machine Learning in Malware Detection
Vaduva, Jan-Alexandru
Pasca, Vlad-Raul
Florea, Iulia-Maria
Rughinis, Razvan
[J]. NEW TECHNOLOGIES AND REDESIGNING LEARNING SPACES, VOL II, 2019, : 286 - 293
[7] Malware Detection Using Machine Learning
Kumar, Ajay
Abhishek, Kumar
Shah, Kunjal
Patel, Divy
Jain, Yash
Chheda, Harsh
Nerurka, Pranav
[J]. KNOWLEDGE GRAPHS AND SEMANTIC WEB, KGSWC 2020, 2020, 1232 : 61 - 71
[8] A Review on Machine Learning-based Malware Detection Techniques for Internet of Things (IoT) Environments
Sasikala, S.
Janakiraman, Sengathir
[J]. WIRELESS PERSONAL COMMUNICATIONS, 2023, 132 (03) : 1961 - 1974
[9] Machine Learning based Malware Traffic Detection on IoT Devices using Summarized Packet Data
Nakahara, Masataka
Okui, Norihiro
Kobayashi, Yasuaki
Miyake, Yutaka
[J]. PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON INTERNET OF THINGS, BIG DATA AND SECURITY (IOTBDS), 2020, : 78 - 87
[10] A Review on Machine Learning-based Malware Detection Techniques for Internet of Things (IoT) Environments
S. Sasikala
Sengathir Janakiraman
[J]. Wireless Personal Communications, 2023, 132 (3) : 1961 - 1974

← 1 2 3 4 5 →