Data and IT Network Data Visualization

被引:3
|
作者
Wang, Lidong [1 ]
机构
[1] Mississippi Valley State Univ, Dept Engn Technol, Itta Bena, MS, Brazil
关键词
Big data; Visualization; Network intrusion detection; Graphics processing units (GPUs); Data mining; Machine learning;
D O I
10.33889/IJMEMS.2018.3.1-002
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Visualization with graphs is popular in the data analysis of Information Technology (IT) networks or computer networks. An IT network is often modelled as a graph with hosts being nodes and traffic being flows on many edges. General visualization methods are introduced in this paper. Applications and technology progress of visualization in IT network analysis and big data in IT network visualization are presented. The challenges of visualization and Big Data analytics in IT network visualization are also discussed. Big Data analytics with High Performance Computing (HPC) techniques, especially Graphics Processing Units (GPUs) helps accelerate IT network analysis and visualization.
引用
收藏
页码:9 / 16
页数:8
相关论文
共 50 条
  • [1] Visualization of Network Data Provenance
    Chen, Peng
    Plale, Beth
    Cheah, You-Wei
    Ghoshal, Devarshi
    Jensen, Scott
    Luo, Yuan
    [J]. 2012 19TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING (HIPC), 2012,
  • [2] VISUALIZATION OF TELECOMMUNICATIONS NETWORK DATA
    WALKER, GR
    REA, PA
    WHALLEY, S
    HINDS, M
    KINGS, NJ
    [J]. BT TECHNOLOGY JOURNAL, 1993, 11 (04): : 54 - 63
  • [3] DATA VISUALIZATION FOR NETWORK SIMULATIONS
    Main, Christopher S.
    Perrone, L. Felipe
    Schrock, Greg L.
    [J]. PROCEEDINGS OF THE 2014 WINTER SIMULATION CONFERENCE (WSC), 2014, : 3119 - 3130
  • [4] Exploring Defect Data with Network Visualization
    Bunmapob, Pantipa
    Limpiyakorn, Yachai
    [J]. 2022 2ND IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND ARTIFICIAL INTELLIGENCE (SEAI 2022), 2022, : 204 - 208
  • [5] DATA VISUALIZATION FOR SOCIAL NETWORK FORENSICS
    Mulazzani, Martin
    Huber, Markus
    Weippl, Edgar
    [J]. ADVANCES IN DIGITAL FORENSICS VIII, 2012, 383 : 112 - 123
  • [6] Big network traffic data visualization
    Ruan, Zichan
    Miao, Yuantian
    Pan, Lei
    Xiang, Yang
    Zhang, Jun
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (09) : 11459 - 11487
  • [7] MANAGEMENT AND VISUALIZATION OF USER AND NETWORK DATA
    Yuan Baozong
    Falchuk, Benjamin
    [J]. CHINA COMMUNICATIONS, 2013, 10 (03) : I - II
  • [8] Big network traffic data visualization
    Zichan Ruan
    Yuantian Miao
    Lei Pan
    Yang Xiang
    Jun Zhang
    [J]. Multimedia Tools and Applications, 2018, 77 : 11459 - 11487
  • [9] Retraining the neural network for data visualization
    Medvedev, Viktor
    Dzemyda, Gintautas
    [J]. ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, 2006, 204 : 27 - +
  • [10] Visualization of Data Cubes for Anomaly Detection in Network Traffic Data Streams
    Ahlers, Volker
    Laue, Tim
    Wellermann, Nils
    Heine, Felix
    [J]. PROCEEDINGS OF THE THE 11TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS (IDAACS'2021), VOL 1, 2021, : 272 - 277