Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Network flows: theory, algorithms, and applications
Network flows: theory, algorithms, and applications
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Data & Knowledge Engineering
Reconciling schemas of disparate data sources: a machine-learning approach
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Machine Learning
Modern Information Retrieval
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
Semantic Integration in Heterogeneous Databases Using Neural Networks
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Autoplex: Automated Discovery of Content for Virtual Databases
CooplS '01 Proceedings of the 9th International Conference on Cooperative Information Systems
A Schema Analysis and Reconciliation Tool Environment for Heterogeneous Databases
IDEAS '99 Proceedings of the 1999 International Symposium on Database Engineering & Applications
Query-based data warehousing tool
Proceedings of the 5th ACM international workshop on Data Warehousing and OLAP
Comparison of Schema Matching Evaluations
Revised Papers from the NODe 2002 Web and Database-Related Workshops on Web, Web-Services, and Database Systems
Representing and reasoning about mappings between domain models
Eighteenth national conference on Artificial intelligence
Rondo: a programming platform for generic model management
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
On schema matching with opaque column names and data values
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Learning to match ontologies on the Semantic Web
The VLDB Journal — The International Journal on Very Large Data Bases
iMAP: discovering complex semantic matches between database schemas
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Introduction to the special issue on semantic integration
ACM SIGMOD Record
Mining structures for semantics
ACM SIGKDD Explorations Newsletter
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Tuning schema matching software using synthetic scenarios
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Semantic-integration research in the database community
AI Magazine - Special issue on semantic integration
Answering queries with arithmetic expressions in heterogeneous systems
Proceedings of the first international workshop on Interoperability of heterogeneous information systems
Profile-Based Object Matching for Information Integration
IEEE Intelligent Systems
Automatic structured query transformation over distributed digital libraries
Proceedings of the 2006 ACM symposium on Applied computing
Integration of XML schemas at various "severity" levels
Information Systems
Semantic enrichment for medical ontologies
Journal of Biomedical Informatics
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
Matching large schemas: Approaches and evaluation
Information Systems
Quickmig: automatic schema matching for data migration projects
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
An Exploratory Study of Database Integration Processes
IEEE Transactions on Knowledge and Data Engineering
Bootstrapping pay-as-you-go data integration systems
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Theories of meaning in schema matching: An exploratory study
Information Systems
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:
Efficient discovery of join plans in schemaless data
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Proceedings of the 18th ACM conference on Information and knowledge management
Optimal learning of ontology mappings from human interactions
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part I
An instance-based schema matching method with attributes ranking and classification
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Contextual factors in database integration: a Delphi study
ER'10 Proceedings of the 29th international conference on Conceptual modeling
Schema-as-you-go: on probabilistic tagging and querying of wide tables
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Towards a taxonomy of syntactic and semantic matching mechanisms for aspect-oriented modeling
SAM'10 Proceedings of the 6th international conference on System analysis and modeling: about models
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
A survey of schema-based matching approaches
Journal on Data Semantics IV
CMC: combining multiple schema-matching strategies based on credibility prediction
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
TupleRank: ranking discovered content in virtual databases
NGITS'06 Proceedings of the 6th international conference on Next Generation Information Technologies and Systems
A matching algorithm for electronic data interchange
TES'05 Proceedings of the 6th international conference on Technologies for E-Services
Information Sciences: an International Journal
Challenges and conflicts integrating heterogeneous data warehouses in virtual organisations
International Journal of Networking and Virtual Organisations
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
ACM Transactions on Database Systems (TODS)
Variable linkage for multimedia metadata schema matching
Multimedia Tools and Applications
ACM SIGMOD Record
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Schema matching, the problem of finding mappings between the attributes of two semantically related database schemas, is an important aspect of many database applications such as schema integration, data warehousing, and electronic commerce. Unfortunately, schema matching remains largely a manual, labor-intensive process. Furthermore, the effort required is typically linear in the number of schemas to be matched; the next pair of schemas to match is not any easier than the previous pair. In this paper we describe a system, called Automatch, that uses machine learning techniques to automate schema matching. Based primarily on Bayesian learning, the system acquires probabilistic knowledge from examples that have been provided by domain experts. This knowledge is stored in a knowledge base called the attribute dictionary. When presented with a pair of new schemas that need to be matched (and their corresponding database instances), Automatch uses the attribute dictionary to find an optimal matching. We also report initial results from the Automatch project.