Generality in artificial intelligence
Communications of the ACM
Local models semantics, or contextual reasoning = locality + compatibility
Artificial Intelligence
The Heuristic DENDRAL program for explaining empirical data
The Heuristic DENDRAL program for explaining empirical data
Natural language driven image generation
ACL '84 Proceedings of the 10th International Conference on Computational Linguistics and 22nd annual meeting on Association for Computational Linguistics
Web-scale information extraction in knowitall: (preliminary results)
Proceedings of the 13th international conference on World Wide Web
Ontology Matching
AI Communications
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Freebase: a collaboratively created graph database for structuring human knowledge
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
YAGO: A Large Ontology from Wikipedia and WordNet
Web Semantics: Science, Services and Agents on the World Wide Web
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
Comparing human and automatic thesaurus mapping approaches in the agricultural domain
DCMI '08 Proceedings of the 2008 International Conference on Dublin Core and Metadata Applications
Semantic Matching Using the UMLS
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Managing Diversity in Knowledge
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Discovering Missing Background Knowledge in Ontology Matching
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Faceted Lightweight Ontologies
Conceptual Modeling: Foundations and Applications
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
IJCAI'93 Proceedings of the 13th international joint conference on Artifical intelligence - Volume 1
Open information extraction from the web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Large theory reasoning with SUMO at CASC
AI Communications - Practical Aspects of Automated Reasoning
Encoding classifications into lightweight ontologies
Journal on data semantics VIII
From web directories to ontologies: natural language processing challenges
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
DBpedia: a nucleus for a web of open data
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Semantic matching: algorithms and implementation
Journal on data semantics IX
Lightweight parsing of classifications into lightweight ontologies
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Save up to 99% of your time in mapping validation
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II
A facet-based methodology for geo-spatial modeling
GeoS'11 Proceedings of the 4th international conference on GeoSpatial semantics
A faceted ontology for a semantic geo-catalogue
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
Sine Qua non for large theory reasoning
CADE'11 Proceedings of the 23rd international conference on Automated deduction
Encoding classifications into lightweight ontologies
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
GeoWordNet: a resource for geo-spatial applications
ESWC'10 Proceedings of the 7th international conference on The Semantic Web: research and Applications - Volume Part I
Formalizing the get-specific document classification algorithm
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
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Despite the progress made, one of the main barriers towards the use of semantics is the lack of background knowledge. Dealing with this problem has turned out to be a very difficult task because on the one hand the background knowledge should be very large and virtually unbound and, on the other hand, it should be context sensitive and able to capture the diversity of the world, for instance in terms of language and knowledge. Our proposed solution consists in addressing the problem in three steps: (1) create an extensible diversity-aware knowledge base providing a continuously growing quantity of properly organized knowledge; (2) given the problem, build at run-time the proper context within which perform the reasoning; (3) solve the problem. Our work is based on two key ideas. The first is that of using domains, i.e. a general semantic-aware methodology and technique for structuring the background knowledge. The second is that of building the context of reasoning by a suitable combination of domains. Our goal in this paper is to introduce the overall approach, show how it can be applied to an important use case, i.e. the matching of classifications, and describe our first steps towards the construction of a large scale diversity-aware knowledge base.