Research topics
My research is concerned with the problem of Ontology Matching. Ontology Matching (sometimes also refered to as Ontology Alignment) is about finding correspondences between elements (e.g. concepts or roles) of two ontologies covering the same or a similar domain. The matching process can be divided into two steps: First, a set of matching hypotheses is generated. Then, a subset of these hypotheses is chosen as final alignment. In my work I focus on several problems related to the second step. In particular, I suggest the use of logical reasoning to ensure the consistency of the final alignment.
If you are interested in this approach, I suggest to read a paper presented at the ESWC Phd-Symposium "The Relevance of Reasoning and Alignment Incoherence in Ontology Matching". It contains a nice introduction and overview over the work done so far.
My current work is best reflected in two papers: Look at the 2009 RR-paper, which describes a stable and efficient algorithm for incoherence based alignment debugging in detail. Optimal solutions to the debugging/extraction problems are proposed in the AAAI-2010 paper where Markov Logic is used (on top of Integer Linear Programming) resulting in a very flexible and powerful framework.
These days i'm a writing all the things down in my thesis, which will hopefully be finished in autumn 2010 ... It is now nearly one year later and I finally finished! You can download my thesis below. It is currently under review by Heiner Stuckenschmidt and Jerome Euzenat, which will hopefully accept it! You canl also download the software that I have been used in my thesis, called ALCOMO.
Publications
| Articles: | |
| 1. | . Ontology Alignment Evaluation Initiative: Six Years of Experience. Journal of Data Semantics, XV, 2011, 158 -192. |
| 2. | . Reasoning Support for Mapping Revision. Journal of Logic and Computation, 2009. |
| Bookchapters: | |
| 3. | . Probabilistic-Logical Web Data Integration. ReasoningWeb2011, 2011. |
| Contributions to Conferences: | |
| 4. | . Leveraging Terminological Structure for Object Reconciliation. European Semantic Web Conference - ESWC, 2010, Best Paper Award. |
| 5. | . A Probabilistic-Logical Framework for Ontology Matching. Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI-10) July 11 - 15 in Atlanta, Georgia, USA, 2010. |
| 6. | . A web-based Evaluation Service for Ontology Matching. Proceedings of the International Semantic Web Conference 2010 (ISWC Demo-Paper), Shanghai, China, 2010, accepted. |
| 7. | . Improving Ontology Matching using Meta-level Learning. Proceedings of the 6th European Semantic Web Conference (ESWC-09), Heraklion, Greece, ACM, New York, 2009. |
| 8. | . A Reasoning-Based Support Tool for Ontology Mapping Evaluation. Proceedings of the European Semantic Web Conference (Demo-Paper ESWC-09), Heraklion, Greece, 2009. |
| 9. | . An Efficient Method for Computing Alignment Diagnoses. Proceedings of the Third International Conference on Web Reasoning and Rule Systems (RR-09), Chantilly, Virginia, USA, 2009. |
| 10. | . Supporting Manual Mapping Revision using Logical Reasoning. Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence (AAAI-08), 2008. |
| 11. | . Learning Disjointness for Debugging Mappings between Lightweight Ontologies. Proceedings of the 16th International Conference on Knowledge Engineering and Knowledge Management (EKAW), Best Paper Award, 2008. |
| 12. | . Learning Complex Ontology Mappings - A Challenge for ILP Research. Proceedings of the 18th International Conference on Inductive Logic Programming (ILP-08), 2008. |
| 13. | . Applying Logical Constraints to Ontology Matching. Proceedings of the 30th German Conference on Artificial Intelligence (KI-07), Lecture Notes in Artificial Intelligence, Springer, 2007, 4667, 99-113. |
| 14. | . Repairing Ontology Mappings. Proceedings of the Twenty-Second Conference on Artificial Intelligence (AAAI-07), Vancouver, Canada, 2007. |
| Contributions to Workshops: | |
| 15. | . Linguistic Analysis for Complex Ontology Matching. Proceedings of the ISWC workshop on Ontology Matching (OM), 2010. |
| 16. | . Automating OAEI Campaigns (First Report). Proceedings of the International Workshop on Evaluation of Semantic Technologies (IWEST), Shanghai, China, 2010. |
| 17. | . The Relevance of Reasoning and Alignment Incoherence in Ontology Matching. Proccedings of the ESWC 2009 PhD Symposium, Best Paper Award, Heraklion, Greece, 2009. |
| 18. | . A pattern-based ontology matching approach for detecting complex correspondences. Proceedings of the ISWC 2009 Workshop on Ontology Matching, Washington, DC, USA, 2009. |
| 19. | . Results of the Ontology Alignment Evaluation Initiative 2009. Proceedings of the ISWC 2009 Workshop on Ontology Matching, Washington DC, USA, 2009. |
| 20. | . Incoherence as a Basis for Measuring the Quality of Ontology Mappings. Proceedings of the ISWC 2008 Workshop on Ontology Matching, Karlsruhe, Germany, 2008. |
| 21. | . Results of the Ontology Alignment Evaluation Initiative 2008. Proceedings of the ISWC 2008 Workshop on Ontology Matching, Karlsruhe, Germany, 2008. |
| 22. | . Testing the Impact of Pattern-Based Ontology Refactoring on Ontology Matching Results. Proceedings of the ISWC 2008 Workshop on Ontology Matching (Poster Paper), Karlsruhe, Germany, 2008. |
| 23. | . Analyzing Mapping Extraction Approaches. Proceedings of the ISWC 2007 Workshop on Ontology Matching, Busan, Korea, 2007. |
| 24. | . Results of the Ontology Alignment Evaluation Initiative 2007. Proceedings of the ISWC 2007 Workshop on Ontology Matching, Busan, Korea, 2007. |
| 25. | . Improving Automatically Created Mappings using Logical Reasoning. Proceedings of the ISWC 2006 Workshop on Ontology Matching, Athens, GA, USA, 2006. |
| PhD thesis: | |
| 26. | . Alignment Incoherence in Ontology Matching. University of Mannheim, Chair of Artificial Intelligence, 2011. |
| Technical Reports: | |
| 27. | . An Efficient Method for Computing a Local Optimal Alignment Diagnosis. University Mannheim, Department of Computer Science, Chair for Artificial Intelligence, 2009. |


