IDSRadar:a real-time visualization framework for IDS alerts

被引:0
|
作者
ZHAO Ying [1 ]
ZHOU FangFang [1 ]
FAN XiaoPing [1 ,2 ]
LIANG Xing [1 ]
LIU YongGang [1 ]
机构
[1] Information Science and Engineering School,Central South University
[2] Laboratory of Networked Systems,Hunan University of Finance & Economics
基金
中国国家自然科学基金;
关键词
visual analytics; information visualization; cyber security; IDS log; entropy;
D O I
暂无
中图分类号
TP393.08 [];
学科分类号
0839 ; 1402 ;
摘要
Intrusion Detection Systems(IDS) is an automated cyber security monitoring system to sense malicious activities.Unfortunately,IDS often generates both a considerable number of alerts and false positives in IDS logs.Information visualization allows users to discover and analyze large amounts of information through visual exploration and interaction efficiently.Even with the aid of visualization,identifying the attack patterns and recognizing the false positives from a great number of alerts are still challenges.In this paper,a novel visualization framework,IDSRadar,is proposed for IDS alerts,which can monitor the network and perceive the overall view of the security situation by using radial graph in real-time.IDSRadar utilizes five categories of entropy functions to quantitatively analyze the irregular behavioral patterns,and synthesizes interactions,filtering and drill-down to detect the potential intrusions.In conclusion,IDSRadar is used to analyze the mini-challenges of the VAST challenge 2011 and 2012.
引用
收藏
页码:216 / 227
页数:12
相关论文
共 50 条
  • [31] Real-Time Visualization of Joint Cavitation
    Kawchuk, Gregory N.
    Fryer, Jerome
    Jaremko, Jacob L.
    Zeng, Hongbo
    Rowe, Lindsay
    Thompson, Richard
    PLOS ONE, 2015, 10 (04):
  • [32] Real-time visualization in the offshore industry
    Chapman, P
    Stevens, P
    Wills, D
    Brookes, G
    IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2001, 21 (04) : 6 - 10
  • [33] Real-time visualization of animated trees
    Wesslén, D
    Seipel, S
    VISUAL COMPUTER, 2005, 21 (06): : 397 - 405
  • [34] Real-time visualization of Japanese artcraft
    Durikovic, R
    Kimura, R
    Kolchin, K
    COMPUTER GRAPHICS INTERNATIONAL, PROCEEDINGS, 2003, : 184 - 189
  • [35] Real-time visualization in the design context
    Tang, Ming
    Yang, Dihua
    OPEN HOUSE INTERNATIONAL, 2007, 32 (02) : 7 - 16
  • [36] Real-Time Visualization of Bacteria in Lungs
    Abbasi, Jennifer
    JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (22): : 2303 - 2303
  • [37] Real-time Visualization of Disaster Behavior
    Isla, Jhoanna T.
    Estuar, Maria Regina E.
    2014 INTERNATIONAL CONFERENCE ON IT CONVERGENCE AND SECURITY (ICITCS), 2014,
  • [38] Real-time visualization of Japanese artcraft
    (IEEE Computer Society):
  • [39] A real-time visualization system for PIV
    Fujiwara, T
    Fujimoto, K
    Maruyama, T
    FIELD-PROGRAMMABLE LOGIC AND APPLICATIONS, PROCEEDINGS, 2003, 2778 : 437 - 447
  • [40] A CIRCUIT FOR REAL-TIME HORSESHOE VISUALIZATION
    PLETL, J
    ZOU, F
    NOSSEK, JA
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1993, 40 (11): : 841 - 842