Information Retrieval
Measuring Similarity between Ontologies
EKAW '02 Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management. Ontologies and the Semantic Web
A survey of approaches to automatic schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
The PROMPT suite: interactive tools for ontology merging and mapping
International Journal of Human-Computer Studies
Ontology mapping: the state of the art
The Knowledge Engineering Review
Adapting a Generic Match Algorithm to Align Ontologies of Human Anatomy
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Schema and ontology matching with COMA++
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Integrating multiple internet directories by instance-based learning
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
A large scale taxonomy mapping evaluation
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
A survey of schema-based matching approaches
Journal on Data Semantics IV
Matching large ontologies: A divide-and-conquer approach
Data & Knowledge Engineering
Analyzing the Evolution of Life Science Ontologies and Mappings
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
OMIE: Ontology Mapping within an Interactive and Extensible Environment
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
Estimating the Quality of Ontology-Based Annotations by Considering Evolutionary Changes
DILS '09 Proceedings of the 6th International Workshop on Data Integration in the Life Sciences
DILS '09 Proceedings of the 6th International Workshop on Data Integration in the Life Sciences
Scaling alignment of large ontologies
International Journal of Bioinformatics Research and Applications
On matching large life science ontologies in parallel
DILS'10 Proceedings of the 7th international conference on Data integration in the life sciences
InterOnto --- ranking inter-ontology links
DILS'12 Proceedings of the 8th international conference on Data Integration in the Life Sciences
Instance-Based matching of large ontologies using locality-sensitive hashing
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
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Ontologies are heavily used in life sciences so that there is increasing value to match different ontologies in order to determine related conceptual categories. We propose a simple yet powerful methodology for instance-based ontology matching which utilizes the associations between molecular-biological objects and ontologies. The approach can build on many existing ontology associations for instance objects like sequences and proteins and thus makes heavy use of available domain knowledge. Furthermore, the approach is flexible and extensible since each instance source with associations to the ontologies of interest can contribute to the ontology mapping. We study several approaches to determine the instance-based similarity of ontology categories. We perform an extensive experimental evaluation to use protein associations for different species to match between subontologies of the Gene Ontology and OMIM. We also provide a comparison with metadata-based ontology matching.