A New Approach to Knowledge Base Revision in DL-Lite
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| Title | A New Approach to Knowledge Base Revision in DL-Lite |
|---|---|
| Author | WANG, Zhe; Wang, Kewen; Topor, Rodney William |
| Publication Title | Proceedings of the Twenty-fourth AAAI Conference on Artificial Intelligence and the Twenty-second Innovative Applications of Artificial Intelligence Conference, the First Symposium on Educational Advance (AAAI-10) |
| Editor | Maria Fox and David Poole |
| Year Published | 2010 |
| Place of publication | United States |
| Publisher | AAAI Press |
| Abstract | Revising knowledge bases (KBs) in description logics (DLs) in a syntax-independent manner is an important, nontrivial problem for the ontology management and DL communities. Several attempts have been made to adapt classical modelbased belief revision and update techniques to DLs, but they are restricted in several ways. In particular, they do not provide operators or algorithms for general DL KB revision. The key difficulty is that, unlike propositional logic, a DL KB may have infinitely many models with complex (and possibly infinite) structures, making it difficult to define and compute revisions in terms of models. In this paper, we study general KBs in a specific DL in the DL-Lite family. We introduce the concept of features for such KBs, develop an alternative semantic characterization of KBs using features (instead of models), define two specific revision operators for KBs, and present the first algorithm for computing best approximations for syntax-independent revisions of KBs. |
| Peer Reviewed | Yes |
| Published | Yes |
| Alternative URI | http://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/view/1786 |
| ISBN | 9781577354635 |
| Conference name | The Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI-10) |
| Location | Atlanta, Georgia, USA |
| Date From | 2010-07-11 |
| Date To | 2010-07-15 |
| URI | http://hdl.handle.net/10072/37302 |
| Date Accessioned | 2011-02-04 |
| Date Available | 2011-06-02T05:08:15Z |
| Language | en_AU |
| Research Centre | Institute for Integrated and Intelligent Systems |
| Faculty | Faculty of Science, Environment, Engineering and Technology |
| Subject | Numerical and Computational Mathematics |
| Publication Type | Conference Publications (Full Written Paper - Refereed) |
| Publication Type Code | e1 |
Please use this identifier to cite this record: http://hdl.handle.net/10072/37302
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