Title: Master of Science
1DATA MINING AND TERRORISM
Margaret H. Dunham CSE Department Southern
Methodist University Dallas, Texas
75275 mhd_at_engr.smu.edu 11/5/05 This material is
based upon work supported by the National Science
Foundation under Grant No. 9820841
2Data Mining Introductory and Advanced Topics, by
Margaret H. Dunham, Prentice Hall, 2003. DILBERT
reprinted by permission of United Feature
Syndicate, Inc.
3OBJECTIVE
- Explore the use of data mining techniques in
identifying terrorists and criminals.
4Data Mining
- Finding hidden information in a database
- Fit data to a model
- Similar terms
- Exploratory data analysis
- Data driven discovery
- Deductive learning
- Knowledge Discovery in Databases
5PROBLEMS
- Not well defined
- Not enough historical data
- Algorithms not well suited
http//www.fbi.gov/congress/congress02/thomas03010
2.htm
Select name From Where job
Emp Programmer
??? Terrorist
6FBI
- FBI Strategic Focus
- http//edition.cnn.com/TRANSCRIPTS/0205/29/se.01.h
tml - Substantially enhance analytical capabilities
with personnel and technology - Expand use of data mining, financial record
analysis, and communications analysis to combat
terrorism
7(No Transcript)
8But it isnt Magic
- You must know what you are looking for
- You must know how to look for you
- Suppose you knew that a specific cave had gold
- What would you look for?
- How would you look for it?
- Might need an expert miner
9Dallas Morning News October 7, 2005
10http//ieeexplore.ieee.org/iel5/6/32236/01502526.p
df?tparnumber1502526isnumber32236
11BIG BROTHER ?
- Total Information Awareness
- http//infowar.net/tia/www.darpa.mil/iao/index.htm
- http//www.govtech.net/magazine/story.php?id45918
- http//ouray.cudenver.edu/ejswenso/ethics/tia/dis
play.php/display.php?id0 - http//www.frontpagemagazine.com/Articles/ReadArti
cle.asp?ID13053 - http//en.wikipedia.org/wiki/Information_Awareness
_Office - Terror Watch List
- http//www.washingtontimes.com/national/20040222-1
22717-6118r.htm - http//www.businessweek.com/technology/content/may
2005/tc20050511_8047_tc_210.htm - http//www.gao.gov/new.items/d03322.pdf
- http//www.theregister.co.uk/2004/08/19/senator_on
_terror_watch/
12 If it looks like a duck,
walks like a duck, and quacks
like a duck, then its a duck.
If it looks like a terrorist,
walks like a terrorist, and
quacks like a terrorist, then its
a terrorist.
Classification Clustering Link Analysis
(Profiling) (Similarity)
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14For a Terrorist, Similarity with What??? Distance
from What???
- Typically distance from a representative of that
class. - A known terrorist?
- TSA
- http//www.theregister.co.uk/2004/04/26/airport_se
curity_failures/ - http//www.heritage.org/Research/HomelandDefense/B
G1683.cfm - http//www.theregister.co.uk/2004/07/16/homeland_c
apps_scrapped/ - http//en.wikipedia.org/wiki/CAPPS
15- http//www.ccmep.org/2003_articles/Iraq/020703_pow
ell_offers_proof_of_saddam.htm
16Jialun Qin, Jennifer J. Xu, Daning Hu,
Marc Sageman and Hsinchun Chen, Analyzing
Terrorist Networks A Case Study of the Global
Salafi Jihad Network Lecture Notes in Computer
Science, Publisher Springer-Verlag GmbH, Volume
3495 / 2005 , p. 287.
17