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Representing Independence Models with Elementary Triplets
Linköping University, Department of Computer and Information Science, Database and information techniques. Linköping University, The Institute of Technology. (ADIT)
2015 (English)Conference paper (Refereed)
Abstract [en]

In an independence model, the triplets that represent conditional independences between singletons are called elementary. It is known that the elementary triplets represent the independence model unambiguously under some conditions. In this paper, we show how this representation helps performing some operations with independence models, such as nding the dominant triplets or a minimal independence map of an independence model, or computing the union or intersection of a pair of independence models, or performing causal reasoning. For the latter, we rephrase in terms of conditional independences some of Pearl's results for computing causal e ects.

Place, publisher, year, edition, pages
2015. , 155-166 p.155-166 p.
Series
, Proceedings of the 10th Workshop on Uncertainty Processing (WUPES 2015)
National Category
Computer Science
Identifiers
URN: urn:nbn:se:liu:diva-128189ISBN: 978-80-245-2102-2OAI: oai:DiVA.org:liu-128189DiVA: diva2:929919
Conference
10th Workshop on Uncertainty Processing (WUPES 2015)
Available from: 2016-05-20 Created: 2016-05-20 Last updated: 2016-06-03

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https://www.ida.liu.se/~jospe50/Pena_paper7.pdf

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Pena, Jose M.
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Database and information techniquesThe Institute of Technology
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ReferencesLink to record
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