Original Contribution: Stacked generalization
Neural Networks
The TSIMMIS Approach to Mediation: Data Models and Languages
Journal of Intelligent Information Systems - Special issue: next generation information technologies and systems
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
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
Proverb: the probabilistic cruciverbalist
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
A classifier for semi-structured documents
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Wrapper induction: efficiency and expressiveness
Artificial Intelligence - Special issue on Intelligent internet systems
Scaling Access to Heterogeneous Data Sources with DISCO
IEEE Transactions on Knowledge and Data Engineering
Optimizing Queries Across Diverse Data Sources
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
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
Querying Heterogeneous Information Sources Using Source Descriptions
VLDB '96 Proceedings of the 22th International Conference 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
Semi-Automatic, Semantic Discovery of Properties from Database Schemes
IDEAS '98 Proceedings of the 1998 International Symposium on Database Engineering & Applications
Machine learning for information extraction in informal domains
Machine learning for information extraction in informal domains
Issues in stacked generalization
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
Automating the transformation of XML documents
Proceedings of the 3rd international workshop on Web information and data management
Learning to map between ontologies on the semantic web
Proceedings of the 11th international conference on World Wide Web
Mining database structure; or, how to build a data quality browser
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
XClust: clustering XML schemas for effective integration
Proceedings of the eleventh international conference on Information and knowledge management
Database research at the University of Illinois at Urbana-Champaign
ACM SIGMOD Record
Semantic Integration and Query Optimization of Heterogeneous Data Sources
OOIS '02 Proceedings of the Workshops on Advances in Object-Oriented Information Systems
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
An Agent-Based Hierarchical Clustering Approach for E-commerce Environments
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
Automatically Selecting Strategies for Multi-Case-Base Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
A User Behavior-Based Agent for Improving Web Usage
On the Move to Meaningful Internet Systems, 2002 - DOA/CoopIS/ODBASE 2002 Confederated International Conferences DOA, CoopIS and ODBASE 2002
Integrating Vocabularies: Discovering and Representing Vocabulary Maps
ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web
Automatically Extracting Ontologically Specified Data from HTML Tables of Unknown Structure
ER '02 Proceedings of the 21st International Conference on Conceptual Modeling
Supporting User-Profiled Semantic Web-Oriented Search
CIA '01 Proceedings of the 5th International Workshop on Cooperative Information Agents V
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 theoretical framework for learning from a pool of disparate data sources
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Piazza: data management infrastructure for semantic web applications
WWW '03 Proceedings of the 12th international conference on World Wide Web
Representing and reasoning about mappings between domain models
Eighteenth national conference on Artificial intelligence
Data & Knowledge Engineering
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
Exchanging intensional XML data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Annals of Mathematics and Artificial Intelligence
The Piazza peer data management project
ACM SIGMOD Record
Learning to match ontologies on the Semantic Web
The VLDB Journal — The International Journal on Very Large Data Bases
Prospects and challenges for multi-relational data mining
ACM SIGKDD Explorations Newsletter
Information Systems - Special issue on web data integration
The PROMPT suite: interactive tools for ontology merging and mapping
International Journal of Human-Computer Studies
A framework for abstracting data sources having heterogeneous representation formats
Data & Knowledge Engineering
Automating XML documents transformations: a conceptual modelling based approach
APCCM '04 Proceedings of the first Asian-Pacific conference on Conceptual modelling - Volume 31
A Machine Learning Approach to Rapid Development of XML Mapping Queries
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Proceedings of the 13th international conference on World Wide Web
Meteor-s web service annotation framework
Proceedings of the 13th international conference on World Wide Web
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
Efficient query reformulation in peer data management systems
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
View inference for heterogeneous XML information integration
Journal of Intelligent Information Systems - Special issue on web intelligence
Mining complex matchings across Web query interfaces
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Searching databases for sematically-related schemas
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Toward semantic understanding: an approach based on information extraction ontologies
ADC '04 Proceedings of the 15th Australasian database conference - Volume 27
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
Methods for automated concept mapping between medical databases
Journal of Biomedical Informatics
Abbreviation Expansion in Schema Matching and Web Integration
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
SWAM: a family of access methods for similarity-search in peer-to-peer data networks
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Introduction to the special issue on semantic integration
ACM SIGMOD Record
ACM SIGMOD Record
Mining structures for semantics
ACM SIGKDD Explorations Newsletter
Mining semantics for large scale integration on the web: evidences, insights, and challenges
ACM SIGKDD Explorations Newsletter
A framework for modeling and evaluating automatic semantic reconciliation
The VLDB Journal — The International Journal on Very Large Data Bases
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
A Probabilistic XML Approach to Data Integration
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Exchanging intensional XML data
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
Aligning database columns using mutual information
dg.o '05 Proceedings of the 2005 national conference on Digital government research
SMART: a tool for semantic-driven creation of complex XML mappings
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Automating the extraction of data from HTML tables with unknown structure
Data & Knowledge Engineering - Special issue: ER 2002
Making holistic schema matching robust: an ensemble approach
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Information preserving XML schema embedding
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Light-weight domain-based form assistant: querying web databases on the fly
VLDB '05 Proceedings of the 31st international conference on Very large data bases
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
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
Schema matching for transforming structured documents
Proceedings of the 2005 ACM symposium on Document engineering
Answering queries with arithmetic expressions in heterogeneous systems
Proceedings of the first international workshop on Interoperability of heterogeneous information systems
Query translation scheme for heterogeneous XML data sources
Proceedings of the 7th annual ACM international workshop on Web information and data management
Establishing value mappings using statistical models and user feedback
Proceedings of the 14th ACM international conference on Information and knowledge management
Information retrieval and machine learning for probabilistic schema matching
Proceedings of the 14th ACM international conference on Information and knowledge management
Towards Ontology Generation from Tables
World Wide Web
Knowledge and Information Systems
Queue - Semi-structured Data
Automatic complex schema matching across Web query interfaces: A correlation mining approach
ACM Transactions on Database Systems (TODS)
A Bayesian approach to diagram matching with application to architectural models
Proceedings of the 28th international conference on Software engineering
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
Principles of dataspace systems
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
An ontology-based framework for semi-automatic schema integration
Journal of Computer Science and Technology
XML Mapping technology: making connections in an XML-centric world
IBM Systems Journal
Integration of XML schemas at various "severity" levels
Information Systems
Dealing with semantic heterogeneity for improving web usage
Data & Knowledge Engineering - Special issue: ER 2004
Data integration: the teenage years
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
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
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
Searching for experts on the Web: A review of contemporary expertise locator systems
ACM Transactions on Internet Technology (TOIT)
A Semantic-Based Approach to Interoperability of UML Schemas
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
Modeling Web-search scenarios exploiting user and source profiles
AI Communications
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
Schema and constraints-based matching and merging of Topic Maps
Information Processing and Management: an International Journal
Exploiting schemas in data synchronization
Journal of Computer and System Sciences
XML schema clustering with semantic and hierarchical similarity measures
Knowledge-Based Systems
Matching large schemas: Approaches and evaluation
Information Systems
Query relaxation using malleable schemas
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Rank Aggregation for Automatic Schema Matching
IEEE Transactions on Knowledge and 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
SPHINX: Schema integration by example
Journal of Intelligent Information Systems
Wise-integrator: an automatic integrator of web search interfaces for E-commerce
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
Schema-driven customization of web services
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Structures, semantics and statistics
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Similarity search for web services
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Instance-based schema matching for web databases by domain-specific query probing
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Quickmig: automatic schema matching for data migration projects
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Query processing over incomplete autonomous databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Information preserving XML schema embedding
ACM Transactions on Database Systems (TODS)
Measuring the structural similarity among XML documents and DTDs
Journal of Intelligent Information Systems
Understanding the schema matching problem
ACS'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Computer Science - Volume 7
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
An XML Schema integration and query mechanism system
Data & Knowledge Engineering
SUSAX: Context-specific searching in XML documents using sequence alignment techniques
Data & Knowledge Engineering
A pragmatic approach to mapping the open biomedical ontologies
International Journal of Bioinformatics Research and Applications
Modelling P2P data networks under complex system theory
International Journal of Computational Science and Engineering
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
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
Transcendence: enabling a personal view of the deep web
Proceedings of the 13th international conference on Intelligent user interfaces
International Journal of Metadata, Semantics and Ontologies
A unified approach for schema matching, coreference and canonicalization
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Schema matching on streams with accuracy guarantees
Intelligent Data Analysis - Knowledge Discovery from Data Streams
Schema matching for context-aware computing
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Joining the results of heterogeneous search engines
Information Systems
Managing Uncertainty in Schema Matcher Ensembles
SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management
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
Dynamic Source Selection in Large Scale Mediation Systems
Globe '08 Proceedings of the 1st international conference on Data Management in Grid and Peer-to-Peer Systems
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
Proceedings of the VLDB Endowment
Integrating semantically heterogeneous aggregate views of distributed databases
Distributed and Parallel Databases
Integrating web query results: holistic schema matching
Proceedings of the 17th ACM conference on Information and knowledge management
Theories of meaning in schema matching: An exploratory study
Information Systems
XS3: a system for similarity evaluation in multimedia-based heterogeneous XML repositories
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Semi-automated model matching using version difference
Advanced Engineering Informatics
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:
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:
Advances in Web Semantics I
A Hybrid Method for Integrating Multiple Ontologies
Cybernetics and Systems
Retrieving XML data from heterogeneous sources through vague querying
ACM Transactions on Internet Technology (TOIT)
Overview and Framework for Data and Information Quality Research
Journal of Data and Information Quality (JDIQ)
Improving XML schema matching performance using Prüfer sequences
Data & Knowledge Engineering
Computer Languages, Systems and Structures
Efficiently incorporating user feedback into information extraction and integration programs
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
A gauss function based approach for unbalanced ontology matching
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Utility Ontology Development with Formal Concept Analysis
Proceedings of the 2008 conference on Formal Ontology in Information Systems: Proceedings of the Fifth International Conference (FOIS 2008)
Defining and Using Schematic Correspondences for Automatically Generating Schema Mappings
CAiSE '09 Proceedings of the 21st International Conference on Advanced Information Systems Engineering
A Prioritized Collective Selection Strategy for Schema Matching across Query Interfaces
BNCOD 26 Proceedings of the 26th British National Conference on Databases: Dataspace: The Final Frontier
An instance-based approach for domain-independent schema matching
Proceedings of the 46th Annual Southeast Regional Conference on XX
Learnable similarity functions and their applications to clustering and record linkage
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Automatically labeling the inputs and outputs of web services
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Reusing ontologies on the Semantic Web: A feasibility study
Data & Knowledge Engineering
Efficient discovery of join plans in schemaless data
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Mining web interactions to automatically create mash-ups
Proceedings of the 22nd annual ACM symposium on User interface software and technology
Corpus-based knowledge representation
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Qualitative effects of knowledge rules and user feedback in probabilistic data integration
The VLDB Journal — The International Journal on Very Large Data Bases
The VLDB Journal — The International Journal on Very Large Data Bases
An evidential approach to query interface matching on the deep Web
Information Systems
Semantics-aware matching strategy (SAMS) for the Ontology meDiated Data Integration (ODDI)
International Journal of Knowledge Engineering and Soft Data Paradigms
Kosmix: high-performance topic exploration using the deep web
Proceedings of the VLDB Endowment
HAMSTER: using search clicklogs for schema and taxonomy matching
Proceedings of the VLDB Endowment
Data integration for the relational web
Proceedings of the VLDB Endowment
OntoMatch: a monotonically improving schema matching system for autonomous data integration
IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
Extensible User-Based XML Grammar Matching
ER '09 Proceedings of the 28th International Conference on Conceptual Modeling
Data storage management in semantic web service
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Semantic email: theory and applications
Web Semantics: Science, Services and Agents on the World Wide Web
Document-centric OLAP in the schema-chaos world
BIRTE'06 Proceedings of the 1st international conference on Business intelligence for the real-time enterprises
Semi-automated schema integration with SASMINT
Knowledge and Information Systems
Recovering uncertain mappings through structural validation and aggregation with the MoTo system
Proceedings of the 2010 ACM Symposium on Applied Computing
Structural similarity evaluation between XML documents and DTDs
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
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
A learning algorithm for top-down XML transformations
Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Automatically incorporating new sources in keyword search-based data integration
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
XML: some papers in a haystack
ACM SIGMOD Record
Foundations of data interoperability on the web: a web science perspective
Proceedings of the 6th International Conference on Semantic Systems
Tuning the ensemble selection process of schema matchers
Information Systems
Instance-based domain ontological view creation towards semantic integration
Expert Systems with Applications: An International Journal
PruSM: a prudent schema matching approach for web forms
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Designing service marts for engineering search computing applications
ICWE'10 Proceedings of the 10th international conference on Web engineering
Instance discovery and schema matching with applications to biological deep web data integration
DILS'10 Proceedings of the 7th international conference on Data integration in the life sciences
Double-layered schema integration of heterogeneous XML sources
Journal of Systems and Software
Semantic annotation of RESTful services using external resources
ICWE'10 Proceedings of the 10th international conference on Current trends in web engineering
A query interface matching approach based on extended evidence theory for deep web
Journal of Computer Science and Technology
Composite ontology matching with uncertain mappings recovery
ACM SIGAPP Applied Computing Review
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
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Schema-as-you-go: on probabilistic tagging and querying of wide tables
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Lightweight semantic annotation of geospatial REST ful services
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
Peer-to-peer data integration with active XML
ASIAN'05 Proceedings of the 10th Asian Computing Science conference on Advances in computer science: data management on the 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
Sensor data driven proactive management of infrastructure systems
EG-ICE'06 Proceedings of the 13th international conference on Intelligent Computing in Engineering and Architecture
Reduce, reuse, recycle: practical approaches to schema integration, evolution and versioning
CoMoGIS'06 Proceedings of the 2006 international conference on Advances in Conceptual Modeling: theory and practice
Exploiting schemas in data synchronization
DBPL'05 Proceedings of the 10th international conference on Database Programming Languages
Clustering-based schema matching of web data for constructing digital library
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part II
Approximate common structures in XML schema matching
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Holistic schema matching for web query interfaces
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
LCS: a linguistic combination system for ontology matching
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
BInXS: a process for integration of XML schemata
CAiSE'05 Proceedings of the 17th international conference on Advanced Information Systems Engineering
GSMA: a structural matching algorithm for schema matching in data warehousing
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
An experiment on the matching and reuse of XML schemas
ICWE'05 Proceedings of the 5th international conference on Web Engineering
A survey of schema-based matching approaches
Journal on Data Semantics IV
Language games: solving the vocabulary problem in multi-case-base reasoning
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
An efficient schema matching algorithm
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
LAX: an efficient approximate XML join based on clustered leaf nodes for XML data integration
BNCOD'05 Proceedings of the 22nd British National conference on Databases: enterprise, Skills and Innovation
sPLMap: a probabilistic approach to schema matching
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
CMC: combining multiple schema-matching strategies based on credibility prediction
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Automatically grounding semantically-enriched conceptual models to concrete web services
ER'05 Proceedings of the 24th international conference on Conceptual Modeling
EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks
Managing uncertainty in schema matching with top-k schema mappings
Journal on Data Semantics VI
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 retrieval from distributed semistructured documents using metadata interface
KDXD'06 Proceedings of the First international conference on Knowledge Discovery from XML Documents
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
InfoGather: entity augmentation and attribute discovery by holistic matching with web tables
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Challenges and conflicts integrating heterogeneous data warehouses in virtual organisations
International Journal of Networking and Virtual Organisations
Structuring e-commerce inventory
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
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
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
International Journal of Information System Modeling and Design
Adding Semantic Annotations into Geospatial RESTful Services
International Journal on Semantic Web & Information Systems
ACM Transactions on Database Systems (TODS)
Deep Web Information Retrieval Process: A Technical Survey
International Journal of Information Technology and Web Engineering
Actively soliciting feedback for query answers in keyword search-based data integration
Proceedings of the VLDB Endowment
Schema matching prediction with applications to data source discovery and dynamic ensembling
The VLDB Journal — The International Journal on Very Large Data Bases
Optimizing ontology alignment through Memetic Algorithm based on Partial Reference Alignment
Expert Systems with Applications: An International Journal
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A data-integration system provides access to a multitude of data sources through a single mediated schema. A key bottleneck in building such systems has been the laborious manual construction of semantic mappings between the source schemas and the mediated schema. We describe LSD, a system that employs and extends current machine-learning techniques to semi-automatically find such mappings. LSD first asks the user to provide the semantic mappings for a small set of data sources, then uses these mappings together with the sources to train a set of learners. Each learner exploits a different type of information either in the source schemas or in their data. Once the learners have been trained, LSD finds semantic mappings for a new data source by applying the learners, then combining their predictions using a meta-learner. To further improve matching accuracy, we extend machine learning techniques so that LSD can incorporate domain constraints as an additional source of knowledge, and develop a novel learner that utilizes the structural information in XML documents. Our approach thus is distinguished in that it incorporates multiple types of knowledge. Importantly, its architecture is extensible to additional learners that may exploit new kinds of information. We describe a set of experiments on several real-world domains, and show that LSD proposes semantic mappings with a high degree of accuracy.