Bo Hu
Inference fusion: a hybrid approach to taxonomic reasoning.
Authors
Contributors
Ingrid Russell
Editor
Susan Haller
Editor
Abstract
We present a hybrid way to extend taxonomic reasoning using inference fusion, i.e. the dynamic combination of inferences from distributed heterogeneous reasoners. Our approach integrates results from a DL-based taxonomic reasoner with results from a constraint solver. Inference fusion is carried out by (i) parsing heterogeneous input knowledge, producing suitable homogeneous subset of the input knowledge for each specialised reasoner; (ii) processing the homogeneous knowledge, collecting the reasoning results and passing them to the other reasoner if appropriate; (iii) combining the results of the two reasoners. We discuss the benefits of our approach to the ontological reasoning and demonstrate our ideas by proposing a hybrid modelling languages, DL(D)=S, and illustrating its use by means of examples.
Citation
HU, B., COMPATANGELO, E. and ARANA, I. 2003. Inference fusion: a hybrid approach to taxonomic reasoning. In Russell, I. and Haller, S. (eds.) Proceedings of the 16th International conference of the Florida Artificial Intelligence Research Society (FLAIRS 2003), 12-14 May 2003, St. Augustine, USA. Palo Alto: AAAI Press [online], pages 103-107. Available from: https://aaai.org/Papers/FLAIRS/2003/Flairs03-021.pdf
Conference Name | 16th International conference of the Florida Artificial Intelligence Research Society (FLAIRS 2003) |
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Conference Location | St. Augustine, USA |
Start Date | May 12, 2003 |
End Date | May 14, 2003 |
Acceptance Date | May 12, 2003 |
Online Publication Date | Dec 31, 2003 |
Publication Date | Dec 31, 2003 |
Deposit Date | Feb 24, 2009 |
Publicly Available Date | Feb 24, 2009 |
Publisher | Association for the Advancement of Artificial Intelligence |
Pages | 103-107 |
ISBN | 9781577351771 |
Keywords | Taxonomic reasoning; Inference fusion; Ontology reasoning; Description logics |
Public URL | http://hdl.handle.net/10059/308 |
Publisher URL | https://aaai.org/Papers/FLAIRS/2003/Flairs03-021.pdf |
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Publisher Licence URL
https://creativecommons.org/licenses/by-nc-nd/4.0/
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