A probabilistic abduction engine for media interpretation based on ontologies

Oliver Gries; Ralf Möller; Anahita Nafissi; Maurice Rosenfeld; Kamil Sokolski; Michael Wessel

doi:10.1007/978-3-642-15918-3_15

A probabilistic abduction engine for media interpretation based on ontologies

Oliver Gries, Ralf Möller, Anahita Nafissi, Maurice Rosenfeld, Kamil Sokolski, Michael Wessel

Institut für Informationssysteme

Technische Universität Hamburg

Abstract

We propose an abduction-based formalism that uses description logics for the ontology and Horn rules for defining the space of hypotheses for explanations, and we use Markov logic to define the motivation for the agent to generate explanations on the one hand, and for ranking different explanations on the other. The formalism is applied to media interpretation problems in a agent-oriented scenario.

Originalsprache	Englisch
Titel	RR 2010: Web Reasoning and Rule Systems
Seitenumfang	13
Band	6333
Herausgeber (Verlag)	Springer Vieweg, Berlin Heidelberg
Erscheinungsdatum	08.11.2010
Seiten	182-194
ISBN (Print)	978-3-642-15917-6
ISBN (elektronisch)	978-3-642-15918-3
DOIs	https://doi.org/10.1007/978-3-642-15918-3_15
Publikationsstatus	Veröffentlicht - 08.11.2010
Veranstaltung	4th International Conference on Web Reasoning and Rule Systems - Bressanone/Brixen, Italien Dauer: 22.09.2010 → 24.09.2010 Konferenznummer: 82135

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10.1007/978-3-642-15918-3_15

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Probabilistische Präferenzmaße für wissensbasierte Szeneninterpretation
Neumann, B. (Projektleiter*in (PI)) & Möller, R. (Beteiligte Person)
01.01.07 → 31.12.12
Projekt: DFG-Projekte › DFG Einzelförderungen

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title = "A probabilistic abduction engine for media interpretation based on ontologies",

abstract = "We propose an abduction-based formalism that uses description logics for the ontology and Horn rules for defining the space of hypotheses for explanations, and we use Markov logic to define the motivation for the agent to generate explanations on the one hand, and for ranking different explanations on the other. The formalism is applied to media interpretation problems in a agent-oriented scenario.",

author = "Oliver Gries and Ralf M{\"o}ller and Anahita Nafissi and Maurice Rosenfeld and Kamil Sokolski and Michael Wessel",

year = "2010",

month = nov,

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doi = "10.1007/978-3-642-15918-3_15",

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publisher = "Springer Vieweg, Berlin Heidelberg",

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Gries, O, Möller, R, Nafissi, A, Rosenfeld, M, Sokolski, K & Wessel, M 2010, A probabilistic abduction engine for media interpretation based on ontologies. in RR 2010: Web Reasoning and Rule Systems. Bd. 6333, Lecture Notes in Computer Science, Springer Vieweg, Berlin Heidelberg, S. 182-194, 4th International Conference on Web Reasoning and Rule Systems
, Bressanone/Brixen, Italien, 22.09.10. https://doi.org/10.1007/978-3-642-15918-3_15

A probabilistic abduction engine for media interpretation based on ontologies. / Gries, Oliver; Möller, Ralf; Nafissi, Anahita et al.
RR 2010: Web Reasoning and Rule Systems. Band 6333 Springer Vieweg, Berlin Heidelberg, 2010. S. 182-194 (Lecture Notes in Computer Science).

Publikation: Kapitel in Büchern/Berichten/Konferenzbänden › Konferenzbeitrag › Begutachtung

TY - GEN

T1 - A probabilistic abduction engine for media interpretation based on ontologies

AU - Gries, Oliver

AU - Möller, Ralf

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AU - Rosenfeld, Maurice

AU - Sokolski, Kamil

AU - Wessel, Michael

N1 - Conference code: 82135

PY - 2010/11/8

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N2 - We propose an abduction-based formalism that uses description logics for the ontology and Horn rules for defining the space of hypotheses for explanations, and we use Markov logic to define the motivation for the agent to generate explanations on the one hand, and for ranking different explanations on the other. The formalism is applied to media interpretation problems in a agent-oriented scenario.

AB - We propose an abduction-based formalism that uses description logics for the ontology and Horn rules for defining the space of hypotheses for explanations, and we use Markov logic to define the motivation for the agent to generate explanations on the one hand, and for ranking different explanations on the other. The formalism is applied to media interpretation problems in a agent-oriented scenario.

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DO - 10.1007/978-3-642-15918-3_15

M3 - Conference contribution

SN - 978-3-642-15917-6

VL - 6333

T3 - Lecture Notes in Computer Science

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EP - 194

BT - RR 2010: Web Reasoning and Rule Systems

PB - Springer Vieweg, Berlin Heidelberg

T2 - 4th International Conference on Web Reasoning and Rule Systems <br/>

Y2 - 22 September 2010 through 24 September 2010

ER -

A probabilistic abduction engine for media interpretation based on ontologies

Abstract

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Dokumente

Weitere Links

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Projekte

Probabilistische Präferenzmaße für wissensbasierte Szeneninterpretation

Zitieren