Scenario Wrapup “Shangri-la” – QA Support in 7-10 Year Dr. John D. Prange AQUAINT Program Manager [email protected] 301-688-7092 http://www.ic-arda.org
Dec 17, 2015
Scenario Wrapup “Shangri-la” – QA Support in 7-10 Year
Dr. John D. PrangeAQUAINT Program Manager
http://www.ic-arda.org
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Task
• Two Approaches– Top Down– Bottom Up
• Both Approaches worked simultaneously by Analysts
• Goal is to see if the two approaches can be connected somewhere in the middle; Can we “Marshal the Evidence to Build a Case” that will directly addresses the assigned task.
How many operatives remain in America
& what forms of terror do they have in mind?
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Top Down
• Top Level Questions:– What are the possible forms of terror?
• Candidate: Man Portables
– Who are the possible perpetrators/operatives?• Suspected Al-Qaeda operatives• Members of God’s Aryan Militia
– What are the possible modes of operations?• Weapons theft from military• Surplus weapons purchases• Suspicious transactions• Transportation of suspicious materials / movement of suspects
• Task: For each possibility – decompose into sufficiently fine sub-elements; indicators, plan outlines, time lines, and then search for data that supports these elements.
• How does the data that the analyst has in hand or can find fit these finer-grained models?
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?What recent terrorist
activity/Incidents in Yemen?
Against US Militaryworld-wide?
What are the potential threats?
?How secure is the
Aden Harbor?
Are our security plans adequate?
?What is the
Current Political/Social/Cultural climate
in Yemen?In the region?
?What is the current
state of US relations
with Yemen Other countries
in region?
An Asymmetric Threat Scenario *
How safe is the Muscat harbor for refueling US Navy ships?
POSSIBLE SOURCESCurrent Intel Reports;
Latest Terrorist Assessments;
Historical Incident Reports
Terrorist Activities
How secure is theAden Harbor?
Are our security plans adequate?
POSSIBLE SOURCESImagery of Harbor;
Annotated Maps;Military Attaché Video
of Port Facilities; Naval Orders/SOPS/Plans
Harbor Facilities/Security Plans
POSSIBLE SOURCESLocal Print, Radio,
BroadcastNews ReportsOther Analysts
Current YemenEnvironment
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Current US /YemenRelations
POSSIBLE SOURCESOther Analysts;
State Department/Country Team Cables;Recent Contact withEmbassy/Consulate
* Reference: SRI International AQUAINT Briefing
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Bottom Up
• Try to form a more coherent picture of the available data / evidence that has been obtained. Use “Shangri-la” QA system to:
– Create detailed timelines of the available data
– Create multiple Link Diagrams to display different types of relationships between events, people, places, materials
– Create overlays of these timelines and link diagrams
• Use “Shangri-la” QA system to
– Develop detailed profiles, background information on each event, people involved, organizations, materials, weapons, vehicles etc
– Cast a “Wide Net”; Follow Leads
– Create a broad foundation of known / suspected facts that appear to be related to the current investigation
– Identify gaps, missing data What don’t I know? And if I knew it what good would it do me?
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• A Different Paradigm may be useful when handling QA Scenarios:
• Current Analytic Paradigm:
QA Scenarios: A Different Paradigm?
– Sequentially “Filter Down” to the
final result
Processing & Analysis
Data
Results
– Works when QA’s are independent, isolated activities
– Cast a “wider net” while searching
for “golden nuggets” (Answers)
AnswersSpace of Data Objects and Sources
How Wide to Cast the “Net”?
What Info to Retain? In what form?
For how long?
– Automatically Extract, Represent,
and Preserve “closely related”
background information within
context of the QA Scenario
Background
Discarded
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Marshal the Evidence to Build a Case
Shangra-La QA System assists Analyst in finding closure between the two approaches
Top DownApproach
Bottom UpApproach
Case
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Improved Reasoning & Learning
Associates Associates Follow-upLeads
Follow-upLeads
Cross Fertilization
Advanced Reasoning:• Use Multi-level Plans• Create and evaluate chains of reasoning• Reason across hetero- geneous data sources• Infer answers from data extracted from multiple sources when the answer is not explicitly stated • Utilize Link Analysis & Evidence Discovery• Plus other strategies
Advanced Learning:• Automatically learn new or modify existing reasoning strategies
New SeniorAdvisor
“Views: Past & Present” .….… ….…...……. ….…...……. ….…...……. ….…...……. ….…..
Summarized Results
Collected Views
TV & RadioBroadcasts,Newspapers
& OtherArchives
“Bio”………..….……..…….………..….……..…….………..….……..…….…………...
Raw “Bio”Information
Education
Past Positions
Family
Travels
Other Activities
Summarized Results
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Final Comments
• Shangra La QA System:
– Not really a system but an integrated suite of tools
– Allows access to tools/capabilities that fall outside the scope of Advanced QA
– Learns and adapts as the task unfolds
– Capabilities in the small exist today but they need to be done far more automatically with little or no direct analysts involvement (e.g. the metadata hotlink tags done automatically in the large)
– Knows its limitations and can adequately share those with analysts
– Can provide explanation and maintains understandable audit trails
– Guts of the system are transparent to the analyst
– HCI issues/concerns have been significantly addressed
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Final Comments
• IC Analysts:
– Understands the capabilities and limitations of the Shangra-la QA system; How the system interfaces with the Analyst’s methods
– Knows how to ask questions that the system is capable of responding to
– Uses “Evidence Marshalling Strategies” and knows how to use the Shangra-la System to:• Formulate hypotheses and then decompose them into
subcomponents that can be researched and investigated
• Develop appropriate arguments and build a “Defendable Case”
• Seek both confirming and disconfirming evidence
• Construct scenarios out of the available evidence