Towards log-linear logics with concrete domains

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URL:	https://ub-madoc.bib.uni-mannheim.de/38907
Additional URL:	http://arxiv.org/pdf/1507.02456.pdf
URN:	urn:nbn:de:bsz:180-madoc-389074
Document Type:	Working paper
Year of publication:	2015
Place of publication:	Mannheim
Publication language:	English
Institution:	School of Business Informatics and Mathematics > Practical Computer Science II: Artificial Intelligence (Stuckenschmidt 2009-)
Subject:	004 Computer science, internet
Abstract:	We present MEL ++ (M denotes Markov logic net- works) an extension of the log-linear description log- ics EL ++ -LL with concrete domains, nominals, and in- stances. We use Markov logic networks (MLNs) in or- der to find the most probable, classified and coherent EL ++ ontology from an MEL ++ knowledge base. In particular, we develop a novel way to deal with concrete domains (also known as datatypes) by extending MLN’s cutting plane inference (CPI) algorithm.
Additional information:	Paper presented at Workshop on Weighted Logic for AI (WL4AI'15), Buenos Aires, Argentina, July 26, 2015

	Dieser Eintrag ist Teil der Universitätsbibliographie.
	Das Dokument wird vom Publikationsserver der Universitätsbibliothek Mannheim bereitgestellt.

BASE: Chekol, Melisachew Wudage ; Huber, Jakob ; Stuckenschmidt, Heiner

Google Scholar: Chekol, Melisachew Wudage ; Huber, Jakob ; Stuckenschmidt, Heiner

ORCID: Chekol, Melisachew Wudage, Huber, Jakob and Stuckenschmidt, Heiner

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