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Network Attack Visualization Greg Conti www.cc.gatech.edu/~conti
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Disclaimer The views expressed in this presentation are those of the author and do not reflect the official policy or position of the United States Military Academy, the Department of the Army, the Department of Defense or the U.S. Government. image: http://www.leavenworth.army.mil/usdb/standard%20products/vtdefault.htm
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information visualization is the use of interactive, sensory representations, typically visual, of abstract data to reinforce cognition. http://en.wikipedia.org/wiki/Information_visualization
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An Art Survey… http://www.artinvest2000.com/leonardo_gioconda.htm http://www.geocities.com/h2lee/ascii/monalisa.html http://www.muppetlabs.com/~breadbox/bf/ http://www.clifford.at/cfun/progex/ A B C
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Patterns Anomalies Comparisons Outliers/Extremes Big Picture & Details Interaction Large Datasets Why InfoVis? Replies Views
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TCP Dump Tcpdump image: http://www.bgnett.no/~giva/pcap/tcpdump.png TCPDump can be found at http://www.tcpdump.org/ Ethereal image: http://www.linux- france.org/prj/edu/archinet/AMSI/index/images/ethereal.gif Ethereal by Gerald Combs can be found at http://www.ethereal.com/ EtherApe image: http://www.solaris4you.dk/sniffersSS.html Etherape by Juan Toledo can be found at http://etherape.sourceforge.net/ Ethereal EtherApe Packet Capture Visualizations
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So What? Go Beyond the Algorithm –Complement current systems Make CTF a Spectator Sport Enhance forensic analysis –Mine large datasets –Logs Monitor in real time –Allow big picture, but details on demand –Fingerprint attacks/tools (people?) –Alerts (2-3 Million /day) Observe attacker behavior (example) What tasks do you need help with?
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Recon Focused Attacks Next Wave Destination IP Time
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Classical InfoVis Research
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InfoVis Mantra http://www.cs.umd.edu/~ben/ Overview First Zoom and Filter Details on Demand
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Overview and Detail Examples by Dr. John Stasko, see www.cc.gatech.edu/classes/AY2002/ cs7450_spring/Talks/09-overdetail.ppt for more details. Game shown is Civilization II
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Focus and Context Examples by Dr. John Stasko, see www.cc.gatech.edu/classes/AY2001/ cs7450_fall/Talks/8-focuscontext.ppt for more details. Table lens (right) is from Xerox Parc and Inxight Fisheye View Table Lens
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For more information… Courses (free) Conferences Systems Research Groups Bookmarks on CD
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Example Classical InfoVis Systems
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example 1 - data mountain http://www1.cs.columbia.edu/~paley/spring03/assignments/HW3/gwc2001/mountain.jpg
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example 2 - filmfinder http://transcriptions.english.ucsb.edu/archive/colloquia/Kirshenbaum/filmfinder.gif
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example 3 - parallel coordinates A. Inselberg and B. Dimsdale. Parallel coordinates: A tool for visualizing multidimensional geometry. Proc. of Visualization '90, p. 361-78, 1990. http://davis.wpi.edu/~xmdv/images/para.gif MPG 35 0
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example 4 - informative art http://www.viktoria.se/fal/projects/infoart/
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Many, many untapped security applications… examples 5 - 72 (on CD)
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More Information Information Visualization Envisioning Information by Tufte The Visual Display of Quantitative Information by Tufte Visual Explanations by Tufte Beautiful Evidence by Tufte (due this year) Information Visualization by Spence Information Visualization: Using Vision to Think by Card See also the Tufte road show, details at www.edwardtufte.com images: www.amazon.com
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Representative Security Visualization Research
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Soon Tee Teoh Routing Anomalies http://graphics.cs.ucdavis.edu/~steoh/ See also treemap basic research: http://www.cs.umd.edu/hcil/treemap-history/index.shtml
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Secure Scope http://www.securedecisions.com/main.htm
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Starlight http://starlight.pnl.gov/
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Open Source Security Information Management (OSSIM) http://www.ossim.net/screenshots/metrics.jpg
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TCP/IP Sequence Number Generation Initial paper - http://razor.bindview.com/publish/papers/tcpseq/print.html Follow-up paper - http://lcamtuf.coredump.cx/newtcp/ Linux 2.2 TCP/IP sequence numbers are not as good as they might be, but are certainly adequate, and attack feasibility is very low. Michal Zalewski x[n] = s[n-2] - s[n-3] y[n] = s[n-1] - s[n-2] z[n] = s[n] - s [n-1] x[n] = s[n-2] - s[n-3] y[n] = s[n-1] - s[n-2] z[n] = s[n] - s [n-1]
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Wireless Visualization http://www.ittc.ku.edu/wlan/images_all_small.shtml
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Observing Intruder Behavior Dr. Rob Erbacher –Visual Summarizing and Analysis Techniques for Intrusion Data –Multi-Dimensional Data Visualization –A Component-Based Event- Driven Interactive Visualization Software Architecture http://otherland.cs.usu.edu/~erbacher/
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Glyphs Dr. Rob Erbacher
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examples 9 - 45 (to be posted)
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Hot Research Areas… visualizing vulnerabilities visualizing IDS alarms (NIDS/HIDS) visualizing worm/virus propagation visualizing routing anamolies visualizing large volume computer network logs visual correlations of security events visualizing network traffic for security visualizing attacks in near-real-time security visualization at line speeds dynamic attack tree creation (graphic) forensic visualization http://www.cs.fit.edu/~pkc/vizdmsec04/
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More Hot Research Areas… feature selection and construction incremental/online learning noise in the data skewed data distribution distributed mining correlating multiple models efficient processing of large amounts of data correlating alerts signature and anomaly detection forensic analysis http://www.cs.fit.edu/~pkc/vizdmsec04/
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Building a System
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Visual IDS
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Ethernet Packet Capture Parse Process Plot tcpdump (pcap, snort) Perl xmgrace (gnuplot) tcpdump capture files winpcap VB System Architecture Creativity
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rumint tool components (CD)
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External Port Internal Port 65,535 0 External IP Internal IP 255.255.255.255 0.0.0.0 External IP Internal Port 255.255.255.255 65,535 0.0.0.0 0 parallel port views
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External IP External Port Internal Port Internal IP 255.255.255.255 65,535 65,535 255.255.255.255 0.0.0.0 0 0 0.0.0.0 Also a Port to IP to IP to Port View
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sara 5.0.3 (port to port view) Light MediumHeavy
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nmap 3 (RH8) NMapWin 3 (XP) SuperScan 3.0 (XP) SuperScan 4.0 (XP) nmap 3 UDP (RH8) nmap 3.5 (XP) scanline 1.01 (XP) nikto 1.32 (XP) Tool Fingerprinting (port to port view)
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time sequence data (external port vs. packet) nmap winsuperscan 3 ports packets Also internal/external IP and internal port
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packet length and protocol type over time ports packets length
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30 days on the Georgia Tech honeynet External IP Internal PortExternal Port Internal Port
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Demo’s rumint xmgrace treemap worm propagation survey x 2.ppt links
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classic infovis survey (on CD) security infovis survey (www.cc.gatech.edu/~conti) perl/linux/xmgrace demo (on CD) rumint tool (on CD) bookmarks (on CD) this talk (on CD & www.cc.gatech.edu/~conti)
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Acknowledgements 404.se2600 –Clint –Hendrick –icer –Rockit –StricK Dr. John Stasko –http://www.cc.gatech.edu/~john.stasko/ Dr. Wenke Lee –http://www.cc.gatech.edu/~wenke/ Dr. John Levine –http://www.eecs.usma.edu/ Julian Grizzard –http://www.ece.gatech.edu/
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Questions? http://carcino.gen.nz/images/index.php/04980e0b/53c55ca5
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