Original Contribution: Stacked generalization
Neural Networks
Template-based wrappers in the TSIMMIS system
SIGMOD '97 Proceedings of the 1997 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
Wrapper generation for semi-structured Internet sources
ACM SIGMOD Record
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
Wrapper induction: efficiency and expressiveness
Artificial Intelligence - Special issue on Intelligent internet systems
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
World Wide Web
Learning to Relate Terms in a Multiple Agent Environment
EWSL '91 Proceedings of the European Working Session 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
Querying Heterogeneous Information Sources Using Source Descriptions
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Optimizing Recursive Information-Gathering Plans
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
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
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
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
Similarity Flooding: A Versatile Graph Matching Algorithm and Its Application to Schema Matching
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
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
Clustering documents in a web directory
WIDM '03 Proceedings of the 5th ACM international workshop on Web information and data management
Bootstrapping for hierarchical document classification
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
A multistrategy approach for digital text categorization from imbalanced documents
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Privacy-preserving data integration and sharing
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Constraint-based wrapper specification and verification for cooperative information systems
Information Systems - Special issue: Data quality in cooperative information systems
Bootstrapping ontology alignment methods with APFEL
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Relational data mapping in MIQIS
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
XML application schema matching using similarity measure and relaxation labeling
Information Sciences: an International Journal
Clustering documents into a web directory for bootstrapping a supervised classification
Data & Knowledge Engineering - Special issue: WIDM 2003
ACM SIGKDD Explorations Newsletter
Automatic structured query transformation over distributed digital libraries
Proceedings of the 2006 ACM symposium on Applied computing
ACM SIGMOD Record
eTuner: tuning schema matching software using synthetic scenarios
The VLDB Journal — The International Journal on Very Large Data Bases
Semantic matching across heterogeneous data sources
Communications of the ACM - The patent holder's dilemma: buy, sell, or troll?
Information retrieval and machine learning for probabilistic schema matching
Information Processing and Management: an International Journal
Exploring Attribute Correspondences Across Heterogeneous Databases by Mutual Information
Journal of Management Information Systems
Randomized algorithms for data reconciliation in wide area aggregate query processing
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
OntoMiner: automated metadata and instance mining from news websites
International Journal of Web and Grid Services
Automatically refining the wikipedia infobox ontology
Proceedings of the 17th international conference on World Wide Web
Probabilistic Model for Structured Document Mapping
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
VSB: The Visual Semantic Browser
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
An Algebraic Framework for Schema Matching
Informatica
Wildcards for lightweight information integration in virtual desktops
Proceedings of the 17th ACM conference on Information and knowledge management
The Harmony Integration Workbench
Journal on Data Semantics XI
An adaptive multi-strategy approach for semantic mapping
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Exploring schema repositories with schemr
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
SCOVO: Using Statistics on the Web of Data
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Automatically labeling the inputs and outputs of web services
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Redescription mining: structure theory and algorithms
AAAI'05 Proceedings of the 20th 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
Qualitative effects of knowledge rules and user feedback in probabilistic data integration
The VLDB Journal — The International Journal on Very Large Data Bases
Structured prediction with reinforcement learning
Machine Learning
IPHITS: An Incremental Latent Topic Model for Link Structure
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Integrating schemas of heterogeneous relational databases through schema matching
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
On document classification with self-organising maps
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Element similarity measures in XML schema matching
Information Sciences: an International Journal
Carbon: domain-independent automatic web form filling
ICWE'10 Proceedings of the 10th international conference on Web engineering
Semantic annotation of RESTful services using external resources
ICWE'10 Proceedings of the 10th international conference on Current trends in web engineering
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)
A framework on ontology integration
Proceedings of the 12th International Conference on Information Integration and Web-based Applications & Services
Exploring schema repositories with schemr
ACM SIGMOD Record
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
A call to arms: revisiting database design
ACM SIGMOD Record
Multi-labeled graph matching: an algorithm model for schema matching
ASIAN'05 Proceedings of the 10th Asian Computing Science conference on Advances in computer science: data management on the web
A large scale taxonomy mapping evaluation
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
Supervised learning of an ontology alignment process
WM'05 Proceedings of the Third Biennial conference on Professional Knowledge Management
An algebraic framework for schema matching
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Logical foundations for data integration
SOFSEM'05 Proceedings of the 31st international conference on Theory and Practice of Computer Science
Consistent query answers in virtual data integration systems
Inconsistency Tolerance
Learning the bias of a classifier in a GA-Based inductive learning environment
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Towards an inductive methodology for ontology alignment through instance negotiation
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
Combining web-based searching with latent semantic analysis to discover similarity between phrases
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
Helping physicians to organize guidelines within conceptual hierarchies
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Improving access to multimedia using multi-source hierarchical meta-data
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Information Sciences: an International Journal
Autonomous mapping of HL7 RIM and relational database schema
Information Systems Frontiers
SMARTINT: using mined attribute dependencies to integrate fragmented web databases
Journal of Intelligent Information Systems
Minimizing user effort in XML grammar matching
Information Sciences: an International Journal
Finding Fuzzy Concepts for Creative Knowledge Discovery
International Journal of Intelligent Systems
Adding Semantic Annotations into Geospatial RESTful Services
International Journal on Semantic Web & Information Systems
Hi-index | 0.00 |
The problem of integrating data from multiple data sources—either on the Internet or within enterprises—has received much attention in the database and AI communities. The focus has been on building data integration systems that provide a uniform query interface to the sources. A key bottleneck in building such systems has been the laborious manual construction of semantic mappings between the query interface and the source schemas. Examples of mappings are “element location maps to address” and “price maps to listed-price”. We propose a multistrategy learning approach to automatically find such mappings. The approach applies multiple learner modules, where each module exploits a different type of information either in the schemas of the sources or in their data, then combines the predictions of the modules using a meta-learner. Learner modules employ a variety of techniques, ranging from Naive Bayes and nearest-neighbor classification to entity recognition and information retrieval. We describe the LSD system, which employs this approach to find semantic mappings. To further improve matching accuracy, LSD exploits domain integrity constraints, user feedback, and nested structures in XML data. We test LSD experimentally on several real-world domains. The experiments validate the utility of multistrategy learning for data integration and show that LSD proposes semantic mappings with a high degree of accuracy.