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Multi-attribute decision making with weighted description logics
Acar, Erman
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Fink, Manuel
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Meilicke, Christian
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Thorne, Camilo
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Stuckenschmidt, Heiner
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URL:
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https://madoc.bib.uni-mannheim.de/42340
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Weitere URL:
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http://www.collegepublications.co.uk/downloads/ifc...
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URN:
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urn:nbn:de:bsz:180-madoc-423409
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Dokumenttyp:
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Zeitschriftenartikel
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Erscheinungsjahr:
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2017
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Titel einer Zeitschrift oder einer Reihe:
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IfCoLog Journal of Logics and its Applications
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Band/Volume:
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4
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Heft/Issue:
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7
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Seitenbereich:
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1973-1996
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Ort der Veröffentlichung:
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London
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Verlag:
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College Publications
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ISBN:
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978-1-84890-252-7
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ISSN:
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2055-3706 , 2055-3714
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Verwandte URLs:
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Sprache der Veröffentlichung:
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Englisch
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Einrichtung:
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Fakultät für Wirtschaftsinformatik und Wirtschaftsmathematik > Practical Computer Science II: Artificial Intelligence (Stuckenschmidt 2009-)
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Fachgebiet:
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004 Informatik
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Freie Schlagwörter (Englisch):
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Decision Making , Description Logics , Protege
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Abstract:
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We introduce a decision-theoretic framework based on Description Logics
(DLs), which can be used to encode and solve single stage multi-attribute decision problems. In particular, we consider the background knowledge as a DL
knowledge base where each attribute is represented by a concept, weighted by
a utility value which is asserted by the user. This yields a compact representation of preferences over attributes. Moreover, we represent choices as knowledge
base individuals, and induce a ranking via the aggregation of attributes that
they satisfy. We discuss the benefits of the approach from a decision theory
point of view. Furthermore, we introduce an implementation of the framework
as a Protégé plugin called uDecide. The plugin takes as input an ontology as
background knowledge, and returns the choices consistent with the user’s (the
knowledge base) preferences. We describe a use case with data from DBpedia.
We also provide empirical results for its performance in the size of the ontology
using the reasoner Konclude.
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 | Dieser Eintrag ist Teil der Universitätsbibliographie. |
 | Das Dokument wird vom Publikationsserver der Universitätsbibliothek Mannheim bereitgestellt. |
 Suche Autoren in
BASE:
Acar, Erman
;
Fink, Manuel
;
Meilicke, Christian
;
Thorne, Camilo
;
Stuckenschmidt, Heiner
Google Scholar:
Acar, Erman
;
Fink, Manuel
;
Meilicke, Christian
;
Thorne, Camilo
;
Stuckenschmidt, Heiner
ORCID:
Acar, Erman, Fink, Manuel, Meilicke, Christian  ORCID: https://orcid.org/0000-0002-0198-5396, Thorne, Camilo and Stuckenschmidt, Heiner ORCID: https://orcid.org/0000-0002-0209-3859
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