P-SHOQ(D): A Probabilistic Extension of SHOQ(D) for Probabilistic Ontologies in the Semantic Web
JELIA '02 Proceedings of the European Conference on Logics in Artificial Intelligence
A survey of approaches to automatic schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
A Probabilistic Extension to Ontology Language OWL
HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) - Track 4 - Volume 4
Ontology Matching
Expressive probabilistic description logics
Artificial Intelligence
Reasoning with very expressive fuzzy description logics
Journal of Artificial Intelligence Research
P-CLASSIC: a tractable probablistic description logic
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
DRAGO: distributed reasoning architecture for the semantic web
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
Matching ontologies in open networked systems: techniques and applications
Journal on Data Semantics V
Ten Challenges for Ontology Matching
OTM '08 Proceedings of the OTM 2008 Confederated International Conferences, CoopIS, DOA, GADA, IS, and ODBASE 2008. Part II on On the Move to Meaningful Internet Systems
Refining Instance Coreferencing Results Using Belief Propagation
ASWC '08 Proceedings of the 3rd Asian Semantic Web Conference on The Semantic Web
Dealing with matching variability of semantic web data using contexts
CAiSE'10 Proceedings of the 22nd international conference on Advanced information systems engineering
Combining logic and probabilities for discovering mappings between taxonomies
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
Ontology and instance matching
Knowledge-driven multimedia information extraction and ontology evolution
Discovery of probabilistic mappings between taxonomies: principles and experiments
Journal on data semantics XV
Data Linking for the Semantic Web
International Journal on Semantic Web & Information Systems
Mapping adaptation actions for the automatic reconciliation of dynamic ontologies
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Evaluation of instance matching tools: The experience of OAEI
Web Semantics: Science, Services and Agents on the World Wide Web
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In the semantic web environment, where several independent ontologies are used in order to describe knowledge and data, ontologies have to be aligned by defining mappings among the elements of one ontology and the elements of another ontology. Very often, mappings are not derived from the semantics of the ontologies that are compared. Rather, mappings are computed by evaluating the similarity of the ontologies terminology and/or of their syntactic structure. In this paper, we propose a new mapping validation approach. The approach is based on the notion of probabilistic mappings and on the use of probabilistic reasoning techniques to enforce a semantic interpretation of similarity mappings as probabilistic and hypothetical relations among ontology elements.