InfoSleuth: agent-based semantic integration of information in open and dynamic environments
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
The Clio project: managing heterogeneity
ACM SIGMOD Record
Reconciling schemas of disparate data sources: a machine-learning approach
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Learning to map between ontologies on the semantic web
Proceedings of the 11th international conference on World Wide Web
Discovery of frequent DATALOG patterns
Data Mining and Knowledge Discovery
ECML '93 Proceedings of the European Conference on Machine Learning
MAFRA - A MApping FRAmework for Distributed Ontologies
EKAW '02 Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management. Ontologies and the Semantic Web
Generic Schema Matching with Cupid
Proceedings of the 27th International Conference on Very Large Data Bases
PROMPT: Algorithm and Tool for Automated Ontology Merging and Alignment
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
The Chimaera Ontology Environment
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
A survey of approaches to automatic schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
COOPIS '96 Proceedings of the First IFCIS International Conference on Cooperative Information Systems
iMAP: discovering complex semantic matches between database schemas
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Semantic integration: a survey of ontology-based approaches
ACM SIGMOD Record
Reference reconciliation in complex information spaces
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Clio grows up: from research prototype to industrial tool
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Integrating Databases into the Semantic Web through an Ontology-Based Framework
ICDEW '06 Proceedings of the 22nd International Conference on Data Engineering Workshops
Ontology-based integration for relational databases
Proceedings of the 2006 ACM symposium on Applied computing
Constructing complex semantic mappings between XML data and ontologies
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
A string metric for ontology alignment
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
Ontology translation on the semantic web
Journal on Data Semantics II
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, COA, and ODBASE - Volume Part II
Reusing the SIOC Ontology to Facilitate Semantic CWE Interoperability
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
"Same, Same but Different" A Survey on Duplicate Detection Methods for Situation Awareness
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part II
Semantic translation for rule-based knowledge in data mining
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
Using ontology databases for scalable query answering, inconsistency detection, and data integration
Journal of Intelligent Information Systems
Generating SPARQL executable mappings to integrate ontologies
ER'11 Proceedings of the 30th international conference on Conceptual modeling
Learning complex mappings between ontologies
JIST'11 Proceedings of the 2011 joint international conference on The Semantic Web
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Creating executable semantic mappings is an important task for ontology-based information integration. Although it is argued that mapping tools may require interaction from humans (domain experts) for best accuracy, in general, automatic ontology mapping is an AI-Complete problem. Finding matchings (correspondences) between the concepts of two ontologies is the first step towards solving this problem but matchings are normally not directly executable for data exchange or query translation. This paper presents an systematic approach to combining ontology matching, object reconciliation and multi-relational data mining to find the executable mapping rules in a highly automatic manner. Our approach starts from an iterative process to search the matchings and do object reconciliation for the ontologies with data instances. Then the result of this iterative process is used for mining frequent queries. Finally the semantic mapping rules can be generated from the frequent queries. The results show our approach is highly automatic without losing much accuracy compared with human-specified mappings.