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Knowledge-Based Systems
Volume 16, Issues 5-6, July 2003, Pages 253-260
ES2002 Conference
 
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doi:10.1016/S0950-7051(03)00026-1    How to Cite or Link Using DOI (Opens New Window)
Copyright © 2003 Published by Elsevier Science B.V.

Facilitating DL-based hybrid reasoning with inference fusion

Bo HuCorresponding Author Contact Information, E-mail The Corresponding Author, a, Inés Aranaa and Ernesto Compatangelob, 1

a School of Computing, The Robert Gordon University, Aberdeen AB25 1HG, Scotland, UK b Department of Computing Science, University of Aberdeen, Aberdeen AB24 3UE, Scotland, UK

Available online 27 May 2003.

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Abstract

We present an extension to DL-based taxonomic reasoning by means of 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 (Image (D)/S) and a reasoning system (Concor) which uses knowledge bases written in Image (D)/S and supports hybrid reasoning. We illustrate our ideas with an example.

Author Keywords: Description logics; Hybrid reasoning; Constraint reasoning

Article Outline

1. Motivation and background
2. Practical approach for hybrid reasoning
3. Hybrid DL-based modelling with Image
3.1. Syntax and semantics of Image (D)/S
3.2. Constraints in Image (D)/S
4. Hybrid reasoning with constraints
4.1. Ordering of constraints
4.2. Hybrid reasoning system, Concor
4.3. Hybrid reasoning with examples
5. Conclusions and future work
Acknowledgements
References


Knowledge-Based Systems
Volume 16, Issues 5-6, July 2003, Pages 253-260
ES2002 Conference
 
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