DocumentCode
539091
Title
Revision of marginal probability assessments
Author
Jones, P. ; Mitter, S. ; Saligrama, V.
Author_Institution
EECS Dept, Massachusetts Inst. of Technol., Cambridge, MA, USA
fYear
2010
fDate
26-29 July 2010
Firstpage
1
Lastpage
8
Abstract
Sets of experts are frequently called upon to assess the occurrance probability of uncertain events. Often, the events being assessed are structurally interrelated, levying constraints on the assessements. However, expert panels frequently violate those constraints, resulting in internally inconsistent probability assessments. Based on a formulation of coherence due to de Finetti, we investigate methods for optimally modifying expert assessments to match structural constraints on the joint probability distribution over the set of events.
Keywords
statistical distributions; expert assessments; joint probability distribution; marginal probability assessment; occurrence probability; Approximation methods; Coherence; Cost function; Joints; Matrix decomposition; Random variables; Probability theory; coherence; distributed probability assessment;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion (FUSION), 2010 13th Conference on
Conference_Location
Edinburgh
Print_ISBN
978-0-9824438-1-1
Type
conf
DOI
10.1109/ICIF.2010.5711875
Filename
5711875
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