Detection of Covert Timing Channels with Machine Learning Methods Using Different Window Sizes

被引:0
|
作者
Karadogan, Ismail [1 ]
Karci, Ali [2 ]
机构
[1] Kahramanmaras Istiklal Univ, Bilgisayar Teknolojileri Bolumu, Kahramanmaras, Turkey
[2] Inonu Univ, Bilgisayar Muhendisligi Bolumu, Malatya, Turkey
关键词
Covert channels; network steganography; information security; machine learning;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, delays between data packets were read by using different window sizes to detect data transmitted from covert timing channel in computer networks, and feature vectors were extracted from them and detection of hidden data by some classification algorithms was achieved with high performance rate.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] SnapCatch: Automatic Detection of Covert Timing Channels Using Image Processing and Machine Learning
    Al-Eidi, Shorouq
    Darwish, Omar
    Chen, Yuanzhu
    Husari, Ghaith
    IEEE ACCESS, 2021, 9 : 177 - 191
  • [2] Covert Timing Channels Detection Based on Image Processing Using Deep Learning
    Al-Eidi, Shorouq
    Darwish, Omar
    Chen, Yuanzhu
    Elkhodr, Mahmoud
    ADVANCED INFORMATION NETWORKING AND APPLICATIONS, AINA-2022, VOL 3, 2022, 451 : 546 - 555
  • [3] Using Covert Timing Channels for Attack Detection in MANETs
    Edwards, Jonathan J.
    Brown, J. David
    Mason, Peter C.
    2012 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2012), 2012,
  • [4] A Support Vector Machine-Based Framework for Detection of Covert Timing Channels
    Shrestha, Pradhumna Lal
    Hempel, Michael
    Rezaei, Fahimeh
    Sharif, Hamid
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2016, 13 (02) : 274 - 283
  • [5] Covert Channel Detection Using Machine Learning
    Cavusoglu, Imge Gamze
    Alemdar, Hande
    Onur, Ertan
    2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [6] TCP Covert Timing Channels: Design and Detection
    Luo, Xiapu
    Chan, Edmond W. W.
    Chang, Rocky K. C.
    2008 IEEE INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS & NETWORKS WITH FTCS & DCC, 2008, : 420 - 429
  • [7] A comparative analysis of detection metrics for covert timing channels
    Archibald, Rennie
    Ghosar, Dipak
    COMPUTERS & SECURITY, 2014, 45 : 284 - 292
  • [8] Web Covert Timing Channels Detection based on Entropy
    Nasseralfoghara, Mehrdad
    Hamidi, Hamidreza
    2019 5TH INTERNATIONAL CONFERENCE ON WEB RESEARCH (ICWR), 2019, : 12 - 15
  • [9] A Case Study on the Detection of Hash Chain-based Covert Channels Using Heuristics and Machine Learning
    Schymiczek, Jeff
    Schmidbauer, Tobias
    Wendzel, Steffen
    19TH INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY, AND SECURITY, ARES 2024, 2024,
  • [10] Fall Detection in the Elderly using Different Machine Learning Algorithms with Optimal Window Size
    Kausar, Firdous
    Mesbah, Mostefa
    Iqbal, Waseem
    Ahmad, Awais
    Sayyed, Ikram
    MOBILE NETWORKS & APPLICATIONS, 2024, 29 (02): : 413 - 423