Original Contribution: Stacked generalization
Neural Networks
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
Enhanced hypertext categorization using hyperlinks
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Enabling knowledge representation on the Web by extending RDF schema
Proceedings of the 10th international conference on World Wide Web
Data-driven understanding and refinement of schema mappings
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
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
Information Retrieval
Guest Editors' Introduction: A Brain for Humankind
IEEE Intelligent Systems
A Portrait of the Semantic Web in Action
IEEE Intelligent Systems
Ontology Learning for the Semantic Web
IEEE Intelligent Systems
An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Using Schema Matching to Simplify Heterogeneous Data Translation
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Schema Mapping as Query Discovery
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Generic Schema Matching with Cupid
Proceedings of the 27th International Conference on Very Large Data Bases
Database Schema Matching Using Machine Learning with Feature Selection
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
Facilitating the Exchange of Explicit Knowledge through Ontology Mappings
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference
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
Ontologies: A Silver Bullet for Knowledge Management and Electronic Commerce
Ontologies: A Silver Bullet for Knowledge Management and Electronic Commerce
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Learning to map between structured representations of data
Learning to map between structured representations of data
Where are the semantics in the semantic web?
AI Magazine
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
COMA: a system for flexible combination of schema matching approaches
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Issues in stacked generalization
Journal of Artificial Intelligence Research
A Multilevel Composability Model for Semantic Web Services
IEEE Transactions on Knowledge and Data Engineering
Semantic-integration research in the database community
AI Magazine - Special issue on semantic integration
Constructing virtual documents for ontology matching
Proceedings of the 15th international conference on World Wide Web
Automatic structured query transformation over distributed digital libraries
Proceedings of the 2006 ACM symposium on Applied computing
An ontology-based framework for semi-automatic schema integration
Journal of Computer Science and Technology
Agent-based ontology integration for ontology-based applications
AOW '05 Proceedings of the 2005 Australasian Ontology Workshop - Volume 58
ACM SIGMOD Record
eTuner: tuning schema matching software using synthetic scenarios
The VLDB Journal — The International Journal on Very Large Data Bases
A composite approach to automating direct and indirect schema mappings
Information Systems
Contextual alignment of ontologies in the eCOIN semantic interoperability framework
Information Technology and Management
AUTOMATIC DOMAIN ONTOLOGY GENERATION FROM WEB SITES
Journal of Integrated Design & Process Science
Comparing two approaches for aligning representations of anatomy
Artificial Intelligence in Medicine
Proceedings of the ACM first Ph.D. workshop in CIKM
An ontological engineering approach for automating inspection and quarantine at airports
Journal of Computer and System Sciences
An Exploratory Study of Database Integration Processes
IEEE Transactions on Knowledge and Data Engineering
International Journal of Web Engineering and Technology
Easy web service discovery: A query-by-example approach
Science of Computer Programming
Integrating the IAC neural network in ontology mapping
Proceedings of the 17th international conference on World Wide Web
Agent based intelligent search framework for product information using ontology mapping
Journal of Intelligent Information Systems
Supporting OLAP operations over imperfectly integrated taxonomies
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Towards a classification framework for interoperability of enterprise applications
International Journal of Computer Integrated Manufacturing
A cooperation-based approach for evolution of service ontologies
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
PORSCHE: Performance ORiented SCHEma mediation
Information Systems
Applying Logical Constraints to Ontology Matching
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Schema Matching across Query Interfaces on the Deep Web
BNCOD '08 Proceedings of the 25th British national conference on Databases: Sharing Data, Information and Knowledge
Theories of meaning in schema matching: An exploratory study
Information Systems
GrouPeer: Dynamic clustering of P2P databases
Information Systems
LOM: a linguistic ontology matcher based on information retrieval
Journal of Information Science
An argumentation framework based on confidence degrees to combine ontology mapping approaches
International Journal of Metadata, Semantics and Ontologies
Ontology Mapping Between Heterogeneous Product Taxonomies in an Electronic Commerce Environment
International Journal of Electronic Commerce
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:
Ontology-Based Compatibility Checking for Web Service Configuration Management
ICSOC '08 Proceedings of the 6th International Conference on Service-Oriented Computing
Evolving service semantics cooperatively: a consumer-driven approach
Autonomous Agents and Multi-Agent Systems
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
Towards Principles for Ontology Integration
Proceedings of the 2008 conference on Formal Ontology in Information Systems: Proceedings of the Fifth International Conference (FOIS 2008)
Active Concept Learning For Ontology Evolution
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Neural network based constraint satisfaction in ontology mapping
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
The problem of ontology alignment on the web: a first report
WAC '06 Proceedings of the 2nd International Workshop on Web as Corpus
Proceedings of the 18th ACM conference on Information and knowledge management
Non-conservative extension of a peer in a P2P inference system
AI Communications
An Extendable Meta-learning Algorithm for Ontology Mapping
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Complex Schema Match Discovery and Validation through Collaboration
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part I
Learning Link-Based Naïve Bayes Classifiers from Ontology-Extended Distributed Data
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part II
An adaptive ontology mapping approach with neural network based constraint satisfaction
Web Semantics: Science, Services and Agents on the World Wide Web
UFOme: An ontology mapping system with strategy prediction capabilities
Data & Knowledge Engineering
A new expanding tree ontology matching method
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems - Volume Part II
How service choreography statistics reduce the ontology mapping problem
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Ontology mapping: an information retrieval and interactive activation network based approach
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Query distributed ontology over grid environment
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part III
A cooperative approach for composite ontology mapping
Journal on data semantics X
Improved semantic retrieval method based on domain ontology
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Multi-strategy ontology mapping based on stacking method
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
A novel algorithm for ontology matching
Journal of Information Science
A knowledge-based model using ontologies for personalized web information gathering
Web Intelligence and Agent Systems
Foundations of data interoperability on the web: a web science perspective
Proceedings of the 6th International Conference on Semantic Systems
Collective taxonomizing: A collaborative approach to organizing document repositories
Decision Support Systems
Carbon: domain-independent automatic web form filling
ICWE'10 Proceedings of the 10th international conference on Web engineering
Contextual factors in database integration: a Delphi study
ER'10 Proceedings of the 29th international conference on Conceptual modeling
Towards large-size ontology alignment by mapping groups of concepts
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems
Composite ontology matching with uncertain mappings recovery
ACM SIGAPP Applied Computing Review
Failure analysis for composition of web services represented as labeled transition systems
WS-FM'10 Proceedings of the 7th international conference on Web services and formal methods
Group decision making in ontology matching
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
Ontology construction using online ontologies based on selection, mapping and merging
International Journal of Web and Grid Services
Combining document classification and ontology alignment for semantically enriching web services
New Generation Computing
On-demand conversation customization for services in large smart environments
IBM Journal of Research and Development
User model interoperability: a survey
User Modeling and User-Adapted Interaction
A strategy for automated meaning negotiation in distributed information retrieval
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
Combining declarative and procedural knowledge to automate and represent ontology mapping
CoMoGIS'06 Proceedings of the 2006 international conference on Advances in Conceptual Modeling: theory and practice
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
Interoperable e-learning ontologies using model correspondences
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems
Agent-based ontology mapping towards ontology interoperability
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
oMAP: combining classifiers for aligning automatically OWL ontologies
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
A semantic distance measure for matching web services
WISE'05 Proceedings of the 2005 international conference on Web Information Systems Engineering
Ontology acquisition for automatic building of scientific portals
SOFSEM'06 Proceedings of the 32nd conference on Current Trends in Theory and Practice of Computer Science
Mapping ontology relations: an approach based on best approximations
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Effective large scale ontology mapping
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
Automatic generation of semantic fields for resource discovery in the semantic web
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Matching large scale ontology effectively
ASWC'06 Proceedings of the First Asian conference on The Semantic Web
Reconciling agent ontologies for web service applications
MATES'05 Proceedings of the Third German conference on Multiagent System Technologies
Agent-based ontology alignment: basics, applications, theoretical foundations, and demonstration
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Information Visualization - Special issue on State of the Field and New Research Directions
A differentor-based adaptive ontology-matching approach
Journal of Information Science
Federated management of the Future Internet: status and challenges
International Journal of Network Management
Structuring e-commerce inventory
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Polygon-based similarity aggregation for ontology matching
ISPA'07 Proceedings of the 2007 international conference on Frontiers of High Performance Computing and Networking
Performance oriented schema matching
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
Distributed multi-agent communication system based on dynamic ontology mapping
International Journal of Communication Networks and Distributed Systems
Automatic SLA Matching and Provider Selection in Grid and Cloud Computing Markets
GRID '12 Proceedings of the 2012 ACM/IEEE 13th International Conference on Grid Computing
A unified approach to matching semantic data on the Web
Knowledge-Based Systems
Applying Semantic Web Technologies to Ontology Alignment
International Journal of Intelligent Information Technologies
Deontic Logic Based Ontology Alignment Technique for E-Learning
International Journal of Intelligent Information Technologies
Carpé data: supporting serendipitous data integration in personal information management
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Ontology alignment using artificial neural network for large-scale ontologies
International Journal of Metadata, Semantics and Ontologies
VE architect-driven partner selection: ontology-based approach
International Journal of Networking and Virtual Organisations
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On the Semantic Web, data will inevitably come from many different ontologies, and information processing across ontologies is not possible without knowing the semantic mappings between them. Manually finding such mappings is tedious, error-prone, and clearly not possible on the Web scale. Hence the development of tools to assist in the ontology mapping process is crucial to the success of the Semantic Web. We describe GLUE, a system that employs machine learning techniques to find such mappings. Given two ontologies, for each concept in one ontology GLUE finds the most similar concept in the other ontology. We give well-founded probabilistic definitions to several practical similarity measures and show that GLUE can work with all of them. Another key feature of GLUE is that it uses multiple learning strategies, each of which exploits well a different type of information either in the data instances or in the taxonomic structure of the ontologies. To further improve matching accuracy, we extend GLUE to incorporate commonsense knowledge and domain constraints into the matching process. Our approach is thus distinguished in that it works with a variety of well-defined similarity notions and that it efficiently incorporates multiple types of knowledge. We describe a set of experiments on several real-world domains and show that GLUE proposes highly accurate semantic mappings. Finally, we extend GLUE to find complex mappings between ontologies and describe experiments that show the promise of the approach.