Towards log-linear logics with concrete domains

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

1507.02456.pdf - Published

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Additional URL:
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

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