| Title | Scale reasoning with fuzzy-EL+ ontologies based on MapReduce |
| Publication Type | Conference Papers |
| Year of Publication | 2013 |
| Authors | Zhou, Z, Qi, G, Liu, C, Hitzler, P, Mutharaju, R |
| Editor | Godo, L, Prade, H, Qi, G |
| Conference Name | Proceedings of the IJCAI-2013 Workshop on Weighted Logics for Artificial Intelligence (WL4AI 2013) |
| Pagination | 87-93 |
| Conference Location | Beijing, China |
| Abstract | Fuzzy extension of Description Logics (DLs) allows the formal representation and handling of fuzzy or vague knowledge. In this paper, we consider the problem of reasoning with fuzzy-EL+, which is a fuzzy extension of EL+. We first identify the challenges and present revised completion classification rules for fuzzy-EL+ that can be handled by MapReduce programs. We then propose an algorithm for scale reasoning with fuzzy-EL+ ontologies using MapReduce. Some preliminary experimental results are provided to show the scalability of our algorithm. |
