A formal view integration method
SIGMOD '86 Proceedings of the 1986 ACM SIGMOD international conference on Management of data
A comparative analysis of methodologies for database schema integration
ACM Computing Surveys (CSUR)
A Theory of Attributed Equivalence in Databases with Application to Schema Integration
IEEE Transactions on Software Engineering
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The merge/purge problem for large databases
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
The TSIMMIS Approach to Mediation: Data Models and Languages
Journal of Intelligent Information Systems - Special issue: next generation information technologies and systems
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Issues and approaches of database integration
Communications of the ACM
Modeling Web sources for information integration
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
An adaptive query execution system for data integration
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Semantic interoperability in global information systems
ACM SIGMOD Record
Foundations of statistical natural language processing
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AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Data & Knowledge Engineering
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Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Semantic integration of heterogeneous information sources
Data & Knowledge Engineering - Special issue on heterogeneous information resources need semantic access
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
Database intergration using neural networks: implementation and experiences
Knowledge and Information Systems
World Wide Web
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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
Querying Heterogeneous Information Sources Using Source Descriptions
VLDB '96 Proceedings of the 22th 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
Optimizing Recursive Information-Gathering Plans
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
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
So Far (Schematically) yet So Near (Semantically)
Proceedings of the IFIP WG 2.6 Database Semantics Conference on Interoperable Database Systems (DS-5)
Semantic and schematic similarities between database objects: a context-based approach
The VLDB Journal — The International Journal on Very Large Data Bases
A survey of approaches to automatic schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
Interactive deduplication using active learning
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning domain-independent string transformation weights for high accuracy object identification
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to match and cluster large high-dimensional data sets for data integration
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Representing and reasoning about mappings between domain models
Eighteenth national conference on Artificial intelligence
COOPIS '99 Proceedings of the Fourth IECIS 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
Semi-Automatic, Semantic Discovery of Properties from Database Schemes
IDEAS '98 Proceedings of the 1998 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
Attribute Classification Using Feature Analysis
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Wrapper induction for information extraction
Wrapper induction for information extraction
Machine learning for information extraction in informal domains
Machine learning for information extraction in informal domains
ACM SIGMOD Record
Learning to match ontologies on the Semantic Web
The VLDB Journal — The International Journal on Very Large Data Bases
Adaptive duplicate detection using learnable string similarity measures
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
An interactive clustering-based approach to integrating source query interfaces on the deep Web
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
iMAP: discovering complex semantic matches between database schemas
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Information-theoretic tools for mining database structure from large data sets
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Iterative record linkage for cleaning and integration
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Discovering complex matchings across web query interfaces: a correlation mining approach
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
ACM SIGMOD Record
Industrial-strength schema matching
ACM SIGMOD Record
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Profile-Based Object Matching for Information Integration
IEEE Intelligent Systems
Eliminating fuzzy duplicates in data warehouses
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
Mapping adaptation under evolving schemas
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Merging models based on given correspondences
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Wrapper maintenance: a machine learning approach
Journal of Artificial Intelligence Research
Category translation: learning to understand information on the internet
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Introduction to the special issue on semantic integration
ACM SIGMOD Record
Position paper: ontology construction from online ontologies
Proceedings of the 15th international conference on World Wide Web
Ontology-based integration for relational databases
Proceedings of the 2006 ACM symposium on Applied computing
Efficiently linking text documents with relevant structured information
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
ACM SIGMOD Record
A method for comparison of standardized information within systems biology
Proceedings of the 38th conference on Winter simulation
Matching knowledge elements in concept maps using a similarity flooding algorithm
Decision Support Systems
Matching large schemas: Approaches and evaluation
Information Systems
Integration of Ontology Data through Learning Instance Matching
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Preserving data privacy in outsourcing data aggregation services
ACM Transactions on Internet Technology (TOIT) - Special Issue on the Internet and Outsourcing
An adaptive approach to schema classification for data warehouse modeling
Journal of Computer Science and Technology
Autonomously semantifying wikipedia
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Understanding the schema matching problem
ACS'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Computer Science - Volume 7
SeMap: a generic mapping construction system
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Pay-as-you-go user feedback for dataspace systems
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Discovering topical structures of databases
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Named entity normalization in user generated content
Proceedings of the second workshop on Analytics for noisy unstructured text data
A bottom-up algorithm for query decomposition
International Journal of Innovative Computing and Applications
Matching large ontologies: A divide-and-conquer approach
Data & Knowledge Engineering
Probabilistic Model for Structured Document Mapping
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
A Method for Semi-automatic Standard Integration in Systems Biology
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Integrating semantically heterogeneous aggregate views of distributed databases
Distributed and Parallel Databases
Acquiring advanced properties in ontology mapping
Proceedings of the 2nd PhD workshop on Information and knowledge management
Learning Concept Mappings from Instance Similarity
ISWC '08 Proceedings of the 7th International Conference on The Semantic 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
Deriving Concept Mappings through Instance Mappings
ASWC '08 Proceedings of the 3rd Asian Semantic Web Conference on The Semantic Web
ARCH: integration of usability attributes in a data integration framework
Proceedings of the 6th International Conference on Advances in Mobile Computing and Multimedia
Type-based categorization of relational attributes
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Overview and Framework for Data and Information Quality Research
Journal of Data and Information Quality (JDIQ)
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
Do we mean the same?: disambiguation of extracted keyword queries for database search
Proceedings of the First International Workshop on Keyword Search on Structured Data
A gauss function based approach for unbalanced ontology matching
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Semantic Interoperability between Functional Ontologies
Proceedings of the 2007 conference on Databases and Information Systems IV: Selected Papers from the Seventh International Baltic Conference DB&IS'2006
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
Defining and Using Schematic Correspondences for Automatically Generating Schema Mappings
CAiSE '09 Proceedings of the 21st International Conference on Advanced Information Systems Engineering
Data Modeling in Dataspace Support Platforms
Conceptual Modeling: Foundations and Applications
Associativity and Commutativity in Generic Merge
Conceptual Modeling: Foundations and Applications
Design of a temporal geosocial semantic web for military stabilization and reconstruction operations
Proceedings of the ACM SIGKDD Workshop on CyberSecurity and Intelligence Informatics
A model for matching and integrating heterogeneous relational biomedical databases schemas
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Qualitative effects of knowledge rules and user feedback in probabilistic data integration
The VLDB Journal — The International Journal on Very Large Data Bases
Non-conservative extension of a peer in a P2P inference system
AI Communications
Semantics-aware matching strategy (SAMS) for the Ontology meDiated Data Integration (ODDI)
International Journal of Knowledge Engineering and Soft Data Paradigms
HAMSTER: using search clicklogs for schema and taxonomy matching
Proceedings of the VLDB Endowment
Collaborative schema construction using regular sequence types
IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
Ontologies for User Interface Integration
ISWC '09 Proceedings of the 8th International Semantic Web Conference
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
Managing XML Schema Mappings and Annotations in P2P Data Integration Systems
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
Entity-aware query processing for heterogeneous data with uncertainty and correlations
Proceedings of the 2009 EDBT/ICDT Workshops
Towards automatization of domain modeling
Data & Knowledge Engineering
Generation and matching of ontology data for the semantic web in a peer-to-peer framework
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Knowledge discovery from semantically heterogeneous aggregate databases using model-based clustering
BNCOD'07 Proceedings of the 24th British national conference on Databases
Sequence disunification and its application in collaborative schema construction
WISE'07 Proceedings of the 2007 international conference on Web information systems engineering
Semantic matching: algorithms and implementation
Journal on data semantics IX
A Survey on Uncertainty Management in Data Integration
Journal of Data and Information Quality (JDIQ)
ARCH: incorporating usability into a data integration framework
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Integrating schemas of heterogeneous relational databases through schema matching
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
XML: some papers in a haystack
ACM SIGMOD Record
Editorial: Application integration on the user interface level: An ontology-based approach
Data & Knowledge Engineering
Automatic schema merging using mapping constraints among incomplete sources
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Enabling decentralised management through federation
Computer Networks: The International Journal of Computer and Telecommunications Networking
Discovering concept mappings by similarity propagation among substructures
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
Lightweight parsing of classifications into lightweight ontologies
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Improving the usability of standard schemas
Information Systems
On-the-fly entity-aware query processing in the presence of linkage
Proceedings of the VLDB Endowment
Identifying and eliminating inconsistencies in mappings across hierarchical ontologies
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II
AICOL-I/IVR-XXIV'09 Proceedings of the 2009 international conference on AI approaches to the complexity of legal systems: complex systems, the semantic web, ontologies, argumentation, and dialogue
From layout to semantic: a reranking model for mapping web documents to mediated XML representations
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Efficient entity resolution for large heterogeneous information spaces
Proceedings of the fourth ACM international conference on Web search and data mining
Ontology-Driven Software Engineering
Eliminating the redundancy in blocking-based entity resolution methods
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Combining OWL ontology and schema annotations in metadata management
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Proceedings of the 20th ACM international conference on Information and knowledge management
Bootstrapping ontology alignment methods with APFEL
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Community-driven ontology matching
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
TIJAH scratches INEX 2005: vague element selection, image search, overlap, and relevance feedback
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Semantic web techniques for multiple views on heterogeneous collections: a case study
ECDL'06 Proceedings of the 10th European conference on Research and Advanced Technology for Digital Libraries
Learning classifiers from distributed, ontology-extended data sources
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Bringing together structured and unstructured sources: the OUMSUIS approach
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part I
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
An evaluation of the use of XML for representation, querying, and analysis of molecular interactions
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
Data integration targeting a drug related knowledge base
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
Information Sciences: an International Journal
Heterogeneous web data search using relevance-based on the fly data integration
Proceedings of the 21st international conference on World Wide Web
Answering table queries on the web using column keywords
Proceedings of the VLDB Endowment
An architecture for information exchange based on reference models
SLE'11 Proceedings of the 4th international conference on Software Language Engineering
Foundations and Trends in Information Retrieval
Challenges and conflicts integrating heterogeneous data warehouses in virtual organisations
International Journal of Networking and Virtual Organisations
Journal of the American Society for Information Science and Technology
On the foundations of probabilistic information integration
Proceedings of the 21st ACM international conference on Information and knowledge management
Probabilistic optimization of semantic process model matching
BPM'12 Proceedings of the 10th international conference on Business Process Management
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)
Matching Attributes across Overlapping Heterogeneous Data Sources Using Mutual Information
Journal of Database Management
Geo-Ontology-Based object-oriented spatiotemporal data modeling
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
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
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Implementing database access control policy from unconstrained natural language text
Proceedings of the 2013 International Conference on Software Engineering
@i seek 'fb.me': identifying users across multiple online social networks
Proceedings of the 22nd international conference on World Wide Web companion
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ACM Transactions on the Web (TWEB)
Using natural language to integrate, evaluate, and optimize extracted knowledge bases
Proceedings of the 2013 workshop on Automated knowledge base construction
Automatic data transformation: breaching the walled gardens of social network platforms
APCCM '13 Proceedings of the Ninth Asia-Pacific Conference on Conceptual Modelling - Volume 143
Data & Knowledge Engineering
Exploratory search framework for Web data sources
The VLDB Journal — The International Journal on Very Large Data Bases
Metadata based management and sharing of distributed biomedical data
International Journal of Metadata, Semantics and Ontologies
Assessing the quality of large-scale data standards: A case of XBRL GAAP Taxonomy
Decision Support Systems
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Semantic integration has been a long-standing challenge for the database community. It has received steady attention over the past two decades, and has now become a prominent area of database research. In this article, we first review database applications that require semantic integration and discuss the difficulties underlying the integration process. We then describe recent progress and identify open research issues. We focus in particular on schema matching, a topic that has received much attention in the database community, but also discuss data matching (for example, tuple deduplication) and open issues beyond the match discovery context (for example, reasoning with matches, match verification and repair, and reconciling inconsistent data values). For previous surveys of database research on semantic integration, see Rahm and Bernstein (2001); Ouksel and Seth (1999); and Batini, Lenzerini, and Navathe (1986).