Sequential influence diagrams: a unified asymmetry framework

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Resumé

We describe a new graphical language for specifying asymmetric decision problems. The language is based on a filtered merge of several existing languages including sequential valuation networks, asymmetric influence diagrams, and unconstrained influence diagrams. Asymmetry is encoded using a structure resembling a clustered decision tree, whereas the representation of the uncertainty model is based on the (unconstrained) influence diagram framework. We illustrate the proposed language by modeling several highly asymmetric decision problems, and we describe an efficient solution procedure.
Udgivelsesdato: MAY
OriginalsprogEngelsk
TidsskriftInternational Journal of Approximate Reasoning
Vol/bind42
Udgave nummer1-2
Sider (fra-til)101-118
ISSN0888-613X
DOI
StatusUdgivet - 2006

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Influence Diagrams
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Bibliografisk note

Extended version of the conference paper

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Sequential influence diagrams : a unified asymmetry framework. / Jensen, Finn Verner; Nielsen, Thomas Dyhre; Shenoy, Prakash P.

I: International Journal of Approximate Reasoning, Bind 42, Nr. 1-2, 2006, s. 101-118.

Publikation: Bidrag til tidsskriftTidsskriftartikelForskningpeer review

TY - JOUR

T1 - Sequential influence diagrams

T2 - a unified asymmetry framework

AU - Jensen, Finn Verner

AU - Nielsen, Thomas Dyhre

AU - Shenoy, Prakash P.

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