Thwaites, PA and Smith, JQ (2015) A New Method for tackling Asymmetric Decision Problems. In: Kratochvíl, V, (ed.) Proceedings of the 10th Workshop on Uncertainty Processing (WUPES'15). WUPES’15: 10th Workshop on Uncertainty Processing, 16-19 Sep 2015, Monínec, Czech Republic. Nakladatelství Oeconomica, Vysoká škola ekonomická v Praze , 179 - 190. ISBN 978-80-245-2102-2
Abstract
Chain Event Graphs are probabilistic graphical models designed especially for the analysis of discrete statistical problems which do not admit a natural product space structure. We show here how they can be used for decision analysis, and describe an optimal decision strategy based on an efficient local computation message passing scheme. We briefly describe a method for producing a parsimonious decision CEG, analogous to the parsimonious ID, and touch upon the CEG-analogues of Shachter’s barren node deletion and arc reversal for ID-based solution.
Metadata
Item Type: | Proceedings Paper |
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Authors/Creators: |
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Editors: |
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Keywords: | Chain Event Graph, decision analysis, Influence diagram |
Dates: |
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Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Engineering & Physical Sciences (Leeds) > School of Mathematics (Leeds) > Statistics (Leeds) |
Depositing User: | Symplectic Publications |
Date Deposited: | 28 Aug 2015 11:05 |
Last Modified: | 23 Oct 2015 19:44 |
Published Version: | http://wupes.fm.vse.cz/2015/data/Proceedings.pdf |
Status: | Published |
Publisher: | Nakladatelství Oeconomica, Vysoká škola ekonomická v Praze |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:89307 |