Proceedings of the 10th international conference on World Wide Web
A Graph-Oriented Model for Articulation of Ontology Interdependencies
EDBT '00 Proceedings of the 7th International Conference on Extending Database Technology: Advances in Database Technology
Comparison of Schema Matching Evaluations
Revised Papers from the NODe 2002 Web and Database-Related Workshops on Web, Web-Services, and Database Systems
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
The PROMPT suite: interactive tools for ontology merging and mapping
International Journal of Human-Computer Studies
iMAP: discovering complex semantic matches between database schemas
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Semantic-integration research in the database community
AI Magazine - Special issue on semantic integration
COMA: a system for flexible combination of schema matching approaches
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A SAT-based algorithm for context matching
CONTEXT'03 Proceedings of the 4th international and interdisciplinary conference on Modeling and using context
Semi-automatic model integration using matching transformations and weaving models
Proceedings of the 2007 ACM symposium on Applied computing
Semi-automatic model integration using matching transformations and weaving models
Proceedings of the 2007 ACM symposium on Applied computing
A Study in Empirical and `Casuistic' Analysis of Ontology Mapping Results
ESWC '07 Proceedings of the 4th European conference on The Semantic Web: Research and Applications
Managing Uncertainty in Schema Matcher Ensembles
SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management
Integration of Semantically Annotated Data by the KnoFuss Architecture
EKAW '08 Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns
A Flexible Approach for Planning Schema Matching Algorithms
OTM '08 Proceedings of the OTM 2008 Confederated International Conferences, CoopIS, DOA, GADA, IS, and ODBASE 2008. Part I on On the Move to Meaningful Internet Systems:
OTM '08 Proceedings of the OTM 2008 Confederated International Conferences, CoopIS, DOA, GADA, IS, and ODBASE 2008. Part I on On the Move to Meaningful Internet Systems:
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
Approximate Structure-Preserving Semantic 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
Advances in Web Semantics I
A large dataset for the evaluation of ontology matching
The Knowledge Engineering Review
Improving Ontology Matching Using Meta-level Learning
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Design of a temporal geosocial semantic web for military stabilization and reconstruction operations
Proceedings of the ACM SIGKDD Workshop on CyberSecurity and Intelligence Informatics
Actively Learning Ontology Matching via User Interaction
ISWC '09 Proceedings of the 8th International Semantic Web Conference
Recovering uncertain mappings through structural validation and aggregation with the MoTo system
Proceedings of the 2010 ACM Symposium on Applied Computing
A method for recommending ontology alignment strategies
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Semantic similarity-based ontology alignment for enterprise ontologies
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Candidate reduction and alignment improvement techniques used in aligning ontologies
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Tuning the ensemble selection process of schema matchers
Information Systems
Task-oriented user modeling method and its application to service navigation on the web
DASFAA'10 Proceedings of the 15th international conference on Database systems for advanced applications
One size does not fit all: customizing ontology alignment using user feedback
ISWC'10 Proceedings of the 9th international semantic web conference on The semantic web - Volume Part I
Composite ontology matching with uncertain mappings recovery
ACM SIGAPP Applied Computing Review
evaluating the stability and credibility of ontology matching methods
ESWC'11 Proceedings of the 8th extended semantic web conference on The semantic web: research and applications - Volume Part I
A clustering-based approach to ontology alignment
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Community-driven ontology matching
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
Formal model for ontology mapping creation
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
Towards an inductive methodology for ontology alignment through instance negotiation
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Automatic configuration selection using ontology matching task profiling
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
Proceedings of the 3rd Annual ACM Web Science Conference
A unified approach to matching semantic data on the Web
Knowledge-Based Systems
Hi-index | 0.00 |
Ontology alignment is a prerequisite in order to allow for interoperation between different ontologies and many alignment strategies have been proposed to facilitate the alignment task by (semi-)automatic means. Due to the complexity of the alignment task, manually defined methods for (semi-)automatic alignment rarely constitute an optimal configuration of substrategies from which they have been built. In fact, scrutinizing current ontology alignment methods, one may recognize that most are not optimized for given ontologies. Some few include machine learning for automating the task, but their optimization by machine learning means is mostly restricted to the extensional definition of ontology concepts. With APFEL (Alignment Process Feature Estimation and Learning) we present a machine learning approach that explores the user validation of initial alignments for optimizing alignment methods. The methods are based on extensional and intensional ontology definitions. Core to APFEL is the idea of a generic alignment process, the steps of which may be represented explicitly. APFEL then generates new hypotheses for what might be useful features and similarity assessments and weights them by machine learning approaches. APFEL compares favorably in our experiments to competing approaches.