Elements of information theory
Elements of information theory
Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
Using schematically heterogeneous structures
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Data & Knowledge Engineering
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
Data integration: a theoretical perspective
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Mining database structure; or, how to build a data quality browser
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Declarative Bias in Equation Discovery
ICML '97 Proceedings of the Fourteenth 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
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
Comparison of Schema Matching Evaluations
Revised Papers from the NODe 2002 Web and Database-Related Workshops on Web, Web-Services, and Database Systems
A survey of approaches to automatic schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
A Schema Analysis and Reconciliation Tool Environment for Heterogeneous Databases
IDEAS '99 Proceedings of the 1999 International Symposium on Database Engineering & Applications
On schema matching with opaque column names and data values
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Statistical schema matching across web query interfaces
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
COMA: a system for flexible combination of schema matching approaches
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Category translation: learning to understand information on the internet
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
A holistic paradigm for large scale schema matching
ACM SIGMOD Record
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Schema Matching Using Duplicates
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Making holistic schema matching robust: an ensemble approach
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Tuning schema matching software using synthetic scenarios
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Mapping maintenance for data integration systems
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Automatically utilizing secondary sources to align information across sources
AI Magazine - Special issue on semantic integration
Semantic integration in text: from ambiguous names to identifiable entities
AI Magazine - Special issue on semantic integration
Semantic-integration research in the database community
AI Magazine - Special issue on semantic integration
Discovering complex mapping expressions with the TUPELO data mapping system
Proceedings of the first international workshop on Interoperability of heterogeneous information systems
Establishing value mappings using statistical models and user feedback
Proceedings of the 14th ACM international conference on Information and knowledge management
Automatic complex schema matching across Web query interfaces: A correlation mining approach
ACM Transactions on Database Systems (TODS)
Ontology-based integration for relational databases
Proceedings of the 2006 ACM symposium on Applied computing
Automatic structured query transformation over distributed digital libraries
Proceedings of the 2006 ACM symposium on Applied computing
An approach for identifying attribute correspondences in multilingual schemas
Proceedings of the 2006 ACM symposium on Applied computing
Data integration through transform reuse in the Morpheus project
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Putting context into schema matching
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Multi-column substring matching for database schema translation
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Meaningful labeling of integrated query interfaces
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
eTuner: tuning schema matching software using synthetic scenarios
The VLDB Journal — The International Journal on Very Large Data Bases
Using Bayesian decision for ontology mapping
Web Semantics: Science, Services and Agents on the World Wide Web
QMatch - Using paths to match XML schemas
Data & Knowledge Engineering
Information retrieval and machine learning for probabilistic schema matching
Information Processing and Management: an International Journal
A composite approach to automating direct and indirect schema mappings
Information Systems
Matching large schemas: Approaches and evaluation
Information Systems
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
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Event-triggered data and knowledge sharing among collaborating government organizations
dg.o '07 Proceedings of the 8th annual international conference on Digital government research: bridging disciplines & domains
Rank Aggregation for Automatic Schema Matching
IEEE Transactions on Knowledge and Data Engineering
Exploring Attribute Correspondences Across Heterogeneous Databases by Mutual Information
Journal of Management Information Systems
SPHINX: Schema integration by example
Journal of Intelligent Information Systems
Quickmig: automatic schema matching for data migration projects
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Compositional mining of multirelational biological datasets
ACM Transactions on Knowledge Discovery from Data (TKDD)
Schema mapping verification: the spicy way
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
SeMap: a generic mapping construction system
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Towards a global schema for web entities
Proceedings of the 17th international conference on World Wide Web
Just-in-time query retrieval over partially indexed data on structured P2P overlays
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Bootstrapping pay-as-you-go data integration systems
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Proceedings of the 13th international conference on Intelligent user interfaces
Schema matching on streams with accuracy guarantees
Intelligent Data Analysis - Knowledge Discovery from Data Streams
PORSCHE: Performance ORiented SCHEma mediation
Information Systems
Matching large ontologies: A divide-and-conquer approach
Data & Knowledge Engineering
Managing Uncertainty in Schema Matcher Ensembles
SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management
Automated Semantic Analysis of Schematic Data
World Wide Web
WebTables: exploring the power of tables on the web
Proceedings of the VLDB Endowment
Analyzing and revising data integration schemas to improve their matchability
Proceedings of the VLDB Endowment
GrouPeer: Dynamic clustering of P2P databases
Information Systems
Discovering Semantically Similar Associations (SeSA) for Complex Mappings between Conceptual Models
ER '08 Proceedings of the 27th International Conference on Conceptual Modeling
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
Deriving Concept Mappings through Instance Mappings
ASWC '08 Proceedings of the 3rd Asian Semantic Web Conference on The Semantic Web
Inexact matching of ontology graphs using expectation-maximization
Web Semantics: Science, Services and Agents on the World Wide Web
Improving XML schema matching performance using Prüfer sequences
Data & Knowledge Engineering
A large dataset for the evaluation of ontology matching
The Knowledge Engineering Review
Building semantic mappings from databases to ontologies
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
A model for matching and integrating heterogeneous relational biomedical databases schemas
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Learning semantic definitions of online information sources
Journal of Artificial Intelligence Research
Learning semantic descriptions of web information sources
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
An efficient and scalable algorithm for segmented alignment of ontologies of arbitrary size
Web Semantics: Science, Services and Agents on the World Wide Web
Reasoning about record matching rules
Proceedings of the VLDB Endowment
An empirical study on optimizing query transformation on semantic peer-to-peer networks
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Knowledge integration and management in autonomous systems
Schema mapping in p2p networks based on classification and probing
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Discovering executable semantic mappings between ontologies
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
Semantic matching: algorithms and implementation
Journal on data semantics IX
Semantics-guided clustering of heterogeneous XML schemas
Journal on data semantics IX
Integrating schemas of heterogeneous relational databases through schema matching
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
How to ConQueR why-not questions
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Sampling dirty data for matching attributes
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Reusing ontology mappings for query routing in semantic peer-to-peer environment
Information Sciences: an International Journal
An ontology based approach to automating data integration in scientific workflows
Proceedings of the 7th International Conference on Frontiers of Information Technology
Ontology mapping composition for query transformation on distributed environments
Expert Systems with Applications: An International Journal
Tuning the ensemble selection process of schema matchers
Information Systems
The ICoP Framework: identification of correspondences between process models
CAiSE'10 Proceedings of the 22nd international conference on Advanced information systems engineering
Materializing multi-relational databases from the web using taxonomic queries
Proceedings of the fourth ACM international conference on Web search and data mining
ETTA-IM: A deep web query interface matching approach based on evidence theory and task assignment
Expert Systems with Applications: An International Journal
Synthesizing products for online catalogs
Proceedings of the VLDB Endowment
Automatic discovery of attributes in relational databases
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Leveraging query logs for schema mapping generation in U-MAP
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Building Mashups by Demonstration
ACM Transactions on the Web (TWEB)
Ontology alignment evaluation initiative: six years of experience
Journal on data semantics XV
Dynamic constraints for record matching
The VLDB Journal — The International Journal on Very Large Data Bases
Reuse-oriented mapping discovery for meta-querier customization
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Perceived consistency between process models
Information Systems
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part II
Comparing XML files with a DOGMA ontology to generate Ω-RIDL annotations
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems
Constructing complex semantic mappings between XML data and ontologies
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Bootstrapping ontology alignment methods with APFEL
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
On identifying knowledge processing requirements
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Constructing extensible XQuery mappings for XML data sharing
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
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
Mapping discovery for XML data integration
OTM'05 Proceedings of the 2005 Confederated international conference on On the Move to Meaningful Internet Systems - Volume >Part I
OTM'05 Proceedings of the 2005 Confederated international conference on On the Move to Meaningful Internet Systems - Volume >Part I
Efficient classification from multiple heterogeneous databases
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Supervised learning of an ontology alignment process
WM'05 Proceedings of the Third Biennial conference on Professional Knowledge Management
oMAP: combining classifiers for aligning automatically OWL ontologies
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Identifying value mappings for data integration: an unsupervised approach
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Holistic schema matching for web query interfaces
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
Reaching agreement over ontology alignments
ISWC'06 Proceedings of the 5th international conference on The Semantic Web
A general approach to the generation of conceptual model transformations
CAiSE'05 Proceedings of the 17th international conference on Advanced Information Systems Engineering
Web explanations for semantic heterogeneity discovery
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
CCWrapper: adaptive predefined schema guided web extraction
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
iASA: learning to annotate the semantic web
Journal on Data Semantics IV
A survey of schema-based matching approaches
Journal on Data Semantics IV
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Partition-Based block matching of large class hierarchies
ASWC'06 Proceedings of the First Asian conference on The Semantic Web
Model-Driven tool interoperability: an application in bug tracking
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
Reducing the cost of validating mapping compositions by exploiting semantic relationships
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
sPLMap: a probabilistic approach to schema matching
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, COA, and ODBASE - Volume Part II
Context-sensitive clinical data integration
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
Semantic mappings in description logics for spatio-temporal database schema integration
Journal on Data Semantics III
Discovering the semantics of relational tables through mappings
Journal on Data Semantics VII
TupleRank: ranking discovered content in virtual databases
NGITS'06 Proceedings of the 6th international conference on Next Generation Information Technologies and Systems
Learning semantic string transformations from examples
Proceedings of the VLDB Endowment
Making sense of top-k matchings: a unified match graph for schema matching
Proceedings of the Ninth International Workshop on Information Integration on the Web
Challenges and conflicts integrating heterogeneous data warehouses in virtual organisations
International Journal of Networking and Virtual Organisations
Learning complex mappings between ontologies
JIST'11 Proceedings of the 2011 joint international conference on The Semantic Web
Automating the schema matching process for heterogeneous data warehouses
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
A context-based approach for the discovery of complex matches between database sources
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
On the foundations of probabilistic information integration
Proceedings of the 21st ACM international conference on Information and knowledge management
Learning to discover complex mappings from web forms to ontologies
Proceedings of the 21st ACM international conference on Information and knowledge management
An evolutionary approach to complex schema matching
Information Systems
Matching Attributes across Overlapping Heterogeneous Data Sources Using Mutual Information
Journal of Database Management
Incrementally improving dataspaces based on user feedback
Information Systems
InfoGather+: semantic matching and annotation of numeric and time-varying attributes in web tables
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Cross-lingual entity matching and infobox alignment in Wikipedia
Information Systems
MatchBench: benchmarking schema matching algorithms for schematic correspondences
BNCOD'13 Proceedings of the 29th British National conference on Big Data
Discovering linkage points over web data
Proceedings of the VLDB Endowment
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Creating semantic matches between disparate data sources is fundamental to numerous data sharing efforts. Manually creating matches is extremely tedious and error-prone. Hence many recent works have focused on automating the matching process. To date, however, virtually all of these works deal only with one-to-one (1-1) matches, such as address = location. They do not consider the important class of more complex matches, such as address = concat (city, state) and room-pric = room-rate* (1 + tax-rate).We describe the iMAP system which semi-automatically discovers both 1-1 and complex matches. iMAP reformulates schema matching as a search in an often very large or infinite match space. To search effectively, it employs a set of searchers, each discovering specific types of complex matches. To further improve matching accuracy, iMAP exploits a variety of domain knowledge, including past complex matches, domain integrity constraints, and overlap data. Finally, iMAP introduces a novel feature that generates explanation of predicted matches, to provide insights into the matching process and suggest actions to converge on correct matches quickly. We apply iMAP to several real-world domains to match relational tables, and show that it discovers both 1-1 and complex matches with high accuracy.