DocumentCode :
2918541
Title :
A Layered Dempster-Shafer Approach to Scenario Construction and Analysis
Author :
Sanfilippo, Antonio ; Baddeley, Bob ; Posse, Christian ; Whitney, Paul
Author_Institution :
Pacific Northwest Nat. Lab., Richland
fYear :
2007
fDate :
23-24 May 2007
Firstpage :
95
Lastpage :
102
Abstract :
The ability to support creation and parallel analysis of competing scenarios is perhaps the greatest single challenge for today´s intelligence analysis systems. Dempster-Shafer theory provides an evidentiary reasoning methodology for scenario construction and analysis that offers potential advantages when compared to other approaches such as Bayesian nets as it places less conceptual load on the analyst by not requiring the complete specification of joint probability distributions. This paper presents a method that can further reduce the conceptual load by taking advantage of hierarchically structured indicators. We present a novel interface for this layered, Dempster-Shafer evidentiary reasoning approach and demonstrate the utility of this interface with reference to analysis problems focusing on comparing distinct hypotheses.
Keywords :
Bayes methods; case-based reasoning; probability; uncertainty handling; Bayesian net; evidentiary reasoning method; hierarchical structured indicator; intelligence analysis system; joint probability distribution; layered Dempster-Shafer theory; parallel scenario analysis; scenario construction; Bayesian methods; Distribution functions; Humans; Information analysis; Intelligent systems; Joining processes; Picture archiving and communication systems; Probability distribution; Terrorism; Uncertainty; Bayesian networks; Dempster-Shafer theory; Evidence-based reasoning; analysis of competing hypotheses;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligence and Security Informatics, 2007 IEEE
Conference_Location :
New Brunswick, NJ
Electronic_ISBN :
1-4244-1329-X
Type :
conf
DOI :
10.1109/ISI.2007.379540
Filename :
4258680
Link To Document :
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