Inproceedings3376: Unterschied zwischen den Versionen
Alha (Diskussion | Beiträge) (Die Seite wurde neu angelegt: „{{Publikation Erster Autor |ErsterAutorNachname=Rettinger |ErsterAutorVorname=Achim }} {{Publikation Author |Rank=2 |Author=Matthias Nickles }} {{Inproceedings |R…“) |
(kein Unterschied)
|
Aktuelle Version vom 30. August 2013, 07:52 Uhr
Infinite Hidden Semantic Models for Learning with OWL DL
Infinite Hidden Semantic Models for Learning with OWL DL
Published: 2009
Buchtitel: In Proceedings of the First ESWC Workshop on Inductive Reasoning and Machine Learning on the Semantic Web (IRMLeS 2009)
Ausgabe: 474
Verlag: RWTH Aachen
Referierte Veröffentlichung
BibTeX
Kurzfassung
We propose a learning model for integrating OWL DL ontologies with statistical learning. In contrast to existing learning methods for the Semantic Web and approaches to the use of prior knowledge in machine learning, we allow for a semantically rich and fully formal representation of rules and constraints which enhance and control the learning task. In our implementation, we achieve this by combining a latent relational graphical model with description logic inference in a modular fashion. To demonstrate the feasibility of our approach we provide experiments with real world data accompanied by a set of SHOIN(D) axioms.
The results illustrate two practical advancements: First, the probability of unknown roles of individuals can be inductively inferred without violating the constraints and second, known ABox axioms can be analyzed by means of clustering individuals per associated concept.
ISSN: 1613-0073
Download: Media:Rettinger irmles09 IHSMfLwOD.pdf
Weitere Informationen unter: Link