Image-based Neural Network Models for Malware Traffic Classification using PCAP to Picture Conversion

Author:

Agrafiotis Georgios1,Makri Eftychia1,Flionis Ioannis1,Lalas Antonios1,Votis Konstantinos1,Tzovaras Dimitrios1

Affiliation:

1. Centre for Research and Technology Hellas/ Information Technologies Institute (CERTH/ITI), Greece

Funder

Horizon 2020 Framework Programme

Publisher

ACM

Reference24 articles.

1. Machine Learning for Securing SDN based 5G Network

2. An Efficient CNN-Based Deep Learning Model to Detect Malware Attacks (CNN-DMA) in 5G-IoT Healthcare Applications

3. Sophie Batas Marco Men and Mark Smitham. 2020. Towards a Trustworthy Foundation to Enhance the Security of EU 5G Networks. Huawei White Paper. Sophie Batas Marco Men and Mark Smitham. 2020. Towards a Trustworthy Foundation to Enhance the Security of EU 5G Networks. Huawei White Paper.

4. Lucas Beyer Xiaohua Zhai and Alexander Kolesnikov. 2022. Better plain ViT baselines for ImageNet-1k. arXiv preprint arXiv:2205.01580(2022). Lucas Beyer Xiaohua Zhai and Alexander Kolesnikov. 2022. Better plain ViT baselines for ImageNet-1k. arXiv preprint arXiv:2205.01580(2022).

5. Leo Breiman . 1996. Bagging predictors. Machine learning 24, 2 ( 1996 ), 123–140. Leo Breiman. 1996. Bagging predictors. Machine learning 24, 2 (1996), 123–140.

Cited by 11 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. LightGuard: A Lightweight Malicious Traffic Detection Method for Internet of Things;IEEE Internet of Things Journal;2024-09-01

2. SoK: Visualization-based Malware Detection Techniques;Proceedings of the 19th International Conference on Availability, Reliability and Security;2024-07-30

3. Advancing Cybersecurity with AI: A Multimodal Fusion Approach for Intrusion Detection Systems;2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom);2024-07-08

4. A Protocol Agnostic Polymorphic Network Packet Transformer for 5G Malware Traffic Classification Using Deep Learning Models;2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit);2024-06-03

5. 5G RAN service classification using Long Short Term Memory Neural Network;2024 International Wireless Communications and Mobile Computing (IWCMC);2024-05-27

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3