Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/10460
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dc.contributor.authorNiepert, Mathias-
dc.contributor.authorVan Gucht, Dirk-
dc.contributor.authorGYSSENS, Marc-
dc.date.accessioned2010-02-12T15:55:22Z-
dc.date.available2010-02-12T15:55:22Z-
dc.date.issued2008-
dc.identifier.citationMcAllester, David A. & Myllymäki, Petri (Ed.) UAI 2008, Proceedings of the 24th Conference in Uncertainty in Artificial Intelligence. p. 435-443.-
dc.identifier.isbn0-9749039-4-9-
dc.identifier.urihttp://hdl.handle.net/1942/10460-
dc.description.abstractA lattice-theoretic framework is introduced that permits the study of the conditional in- dependence (CI) implication problem relative to the class of discrete probability measures. Semi-lattices are associated with CI state- ments and a finite, sound and complete in- ference system relative to semi-lattice inclu- sions is presented. This system is shown to be (1) sound and complete for saturated CI statements, (2) complete for general CI state- ments, and (3) sound and complete for stable CI statements. These results yield a criterion that can be used to falsify instances of the implication problem and several heuristics are derived that approximate this “lattice- exclusion” criterion in polynomial time. Fi- nally, we provide experimental results that relate our work to results obtained from other existing inference algorithms.-
dc.language.isoen-
dc.publisherAUIA Press-
dc.titleOn the Conditional Independence Implication Problem: A Lattice-Theoretic Approach-
dc.typeProceedings Paper-
local.bibliographicCitation.authorsMcAllester, David A.-
local.bibliographicCitation.authorsMyllymäki, Petri-
local.bibliographicCitation.conferencenameConference in Uncertainty in Artificial Intelligence-
dc.bibliographicCitation.conferencenr24-
local.bibliographicCitation.conferenceplaceHelsinki, July 9-12, 2008-
dc.identifier.epage443-
dc.identifier.spage435-
local.bibliographicCitation.jcatC1-
local.type.specifiedProceedings Paper-
dc.bibliographicCitation.oldjcatC2-
local.bibliographicCitation.btitleUAI 2008, Proceedings of the 24th Conference in Uncertainty in Artificial Intelligence-
item.fulltextWith Fulltext-
item.contributorNiepert, Mathias-
item.contributorVan Gucht, Dirk-
item.contributorGYSSENS, Marc-
item.fullcitationNiepert, Mathias; Van Gucht, Dirk & GYSSENS, Marc (2008) On the Conditional Independence Implication Problem: A Lattice-Theoretic Approach. In: McAllester, David A. & Myllymäki, Petri (Ed.) UAI 2008, Proceedings of the 24th Conference in Uncertainty in Artificial Intelligence. p. 435-443..-
item.accessRightsOpen Access-
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