A Deep Learning Based Framework for Cloud Masquerade Attack Detection

被引:0
|
作者
Xu, Shuting [1 ]
Lai, Shuhua [1 ]
Li, Yongjian [2 ]
机构
[1] Georgia Gwinnett Coll, Sch Sci & Technol, Lawrenceville, NJ 30043 USA
[2] Chinese Acad Sci, Inst Software, State Key Lab Comp Sci, Beijing, Peoples R China
关键词
masquerade attack; convolutional neural network; recurrent Neural Network; cloud computing;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Masquerade attack is one of the most critical attacks in the cloud. We propose to build a cloud masquerade attack detection framework that can automatically collect user profile information and detect masquerade attacks using deep learning based algorithms. The preliminary experiments using Recurrent Neural Network based detection methods showed promising results. This is a research-in-progress work.
引用
下载
收藏
页数:2
相关论文
共 50 条
  • [1] An Attack Detection Framework Based on BERT and Deep Learning
    Seyyar, Yunus Emre
    Yavuz, Ali Gokhan
    Unver, Halil Murat
    IEEE ACCESS, 2022, 10 : 68633 - 68644
  • [2] Optimized deep learning-based attack detection framework for secure virtualized infrastructures in cloud
    Gupta, Bhavana
    Mishra, Nishchol
    INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2021, 35 (01)
  • [3] DDoS Attack Detection in Cloud Computing Based on Ensemble Feature Selection and Deep Learning
    Sanjalawe, Yousef
    Althobaiti, Turke
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (02): : 3571 - 3588
  • [4] Optimization Enabled Deep Learning-Based DDoS Attack Detection in Cloud Computing
    Balasubramaniam, S.
    Vijesh Joe, C.
    Sivakumar, T. A.
    Prasanth, A.
    Satheesh Kumar, K.
    Kavitha, V.
    Dhanaraj, Rajesh Kumar
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2023, 2023
  • [5] Recommendation attack detection based on deep learning
    Zhou, Quanqiang
    Wu, Jinxia
    Duan, Liangliang
    JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2020, 52
  • [6] Deep Learning Approaches for Predictive Masquerade Detection
    Elmasry, Wisam
    Akbulut, Akhan
    Zaim, Abdul Halim
    SECURITY AND COMMUNICATION NETWORKS, 2018,
  • [7] Fog-Based Attack Detection Framework for Internet of Things Using Deep Learning
    Samy, Ahmed
    Yu, Haining
    Zhang, Hongli
    IEEE ACCESS, 2020, 8 : 74571 - 74585
  • [8] Detection Method for Tolerable False Data Injection Attack Based on Deep Learning Framework
    He, Sizhe
    Zhou, Yadong
    Lv, Xiaoliang
    Chen, Wei
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 6717 - 6721
  • [9] A Framework to Optimize Deep Learning based Web Attack Detection Using Attacker Categorization
    Bin Shahid, Waleed
    Abbas, Haider
    Aslam, Baber
    Afzal, Hammad
    Bin Khalid, Saad
    2021 IEEE 19TH INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (EUC 2021), 2021, : 95 - 101
  • [10] A DDoS Attack Detection on Cloud Framework Using Improved Features Based Machine Learning Approach
    Bhargav, Ravi
    Jain, Vishal
    Verma, Manish
    2022 SECOND INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRICAL, COMPUTING, COMMUNICATION AND SUSTAINABLE TECHNOLOGIES (ICAECT), 2022,