Bo Hu
Facilitating DL-based hybrid reasoning with inference fusion.
Hu, Bo; Arana, In�s; Compatangelo, Ernesto
Authors
In�s Arana
Ernesto Compatangelo
Contributors
Max Bramer
Editor
Alun Preece
Editor
Frans Coenen
Editor
Abstract
We present an extension to DL-based taxonomic reasoning by means of the proposed inference fusion, i.e. the dynamic combination of inferences from distributed heterogeneous reasoners. Our approach integrates results from a DL-based system with results from a constraint solver under the direction of a global reasoning coordinator. Inference fusion is performed by (i) processing heterogeneous input knowledge, producing suitable homogeneous input knowledge for each specialised reasoner; (ii) activating each reasoner when necessary, collecting its 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 and demonstrate our ideas by proposing a language (DL(D)=S) and a reasoning system (Concor) which uses knowledge bases written in DL(D)=S and supports hybrid reasoning. We illustrate our ideas with an example.
Citation
HU, B., ARANA, I. and COMPATANGELO, E. 2003. Facilitating DL-based hybrid reasoning with inference fusion. In Bramer, M., Preece, A. and Coenen, F. (eds.) Research and development in intelligent systems XIX: proceedings of the 22nd British Computer Society's Specialist Group on Artificial Intelligence (SGAI) international conference on knowledge based systems and applied artificial intelligence (ES2002), 10-12 December 2002, Cambridge, UK. London: Springer [online], pages 91-104. Available from: https://doi.org/10.1007/978-1-4471-0651-7_7
Presentation Conference Type | Conference Paper (published) |
---|---|
Conference Name | 22nd British Computer Society's Specialist Group on Artificial Intelligence (SGAI) international conference on knowledge based systems and applied artificial intelligence (ES2002) |
Start Date | Dec 10, 2002 |
End Date | Dec 12, 2002 |
Acceptance Date | Dec 10, 2002 |
Online Publication Date | Dec 31, 2003 |
Publication Date | Dec 31, 2003 |
Deposit Date | Mar 18, 2009 |
Publicly Available Date | Mar 18, 2009 |
Publisher | Springer |
Peer Reviewed | Peer Reviewed |
Pages | 91-104 |
ISBN | 9781852336745 |
DOI | https://doi.org/10.1007/978-1-4471-0651-7_7 |
Keywords | Inference fusion; DL based taxonomic reasoning |
Public URL | http://hdl.handle.net/10059/321 |
Contract Date | Mar 18, 2009 |
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Publisher Licence URL
https://creativecommons.org/licenses/by-nc-nd/4.0/
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