A federated architecture for information management
ACM Transactions on Information Systems (TOIS)
Efficient algorithms for finding maximum matching in graphs
ACM Computing Surveys (CSUR)
A comparative analysis of methodologies for database schema integration
ACM Computing Surveys (CSUR)
Superviews: Virtual Integration of Multiple Databases
IEEE Transactions on Software Engineering
Federated database systems for managing distributed, heterogeneous, and autonomous databases
ACM Computing Surveys (CSUR) - Special issue on heterogeneous databases
ACM SIGMOD Record - Directions for future database research & development
Data model and query evaluation in global information systems
Journal of Intelligent Information Systems - Special issue: networked information discovery and retrieval
Query reformulation for dynamic information integration
Journal of Intelligent Information Systems - Special issue on intelligent integration of information
Restructuring for large databases: three levels of abstraction
ACM Transactions on Database Systems (TODS)
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Maintaining data warehouses over changing information sources
Communications of the ACM
Machine Learning
MALPHA: A Relational Multidatabase Manipulation Language
Proceedings of the First International Conference on Data Engineering
Correspondence and Translation for Heterogeneous Data
ICDT '97 Proceedings of the 6th International Conference on Database Theory
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
Semantic Integration in Heterogeneous Databases Using Neural Networks
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Multiplex: A Formal Model for Multidatabases and Its Implementation
NGIT '99 Proceedings of the 4th International Workshop on Next Generation Information Technologies and Systems
A data description language approach to file translation
SIGFIDET '74 Proceedings of the 1974 ACM SIGFIDET (now SIGMOD) workshop on Data description, access and control
“Automatic generation of data conversion programs using a data description language”
SIGFIDET '74 Proceedings of the 1974 ACM SIGFIDET (now SIGMOD) workshop on Data description, access and control
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
Managing Uncertainty in Schema Matcher Ensembles
SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management
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
VDB-MR: MapReduce-based distributed data integration using virtual database
Future Generation Computer Systems
Tuning the ensemble selection process of schema matchers
Information Systems
Contextual factors in database integration: a Delphi study
ER'10 Proceedings of the 29th international conference on Conceptual modeling
Enhanced geographically typed semantic schema matching
Web Semantics: Science, Services and Agents on the World Wide Web
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
Intensional encapsulations of database subsets via genetic programming
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
A survey of schema-based matching approaches
Journal on Data Semantics IV
Automatically grounding semantically-enriched conceptual models to concrete web services
ER'05 Proceedings of the 24th international conference on Conceptual Modeling
TupleRank: ranking discovered content in virtual databases
NGITS'06 Proceedings of the 6th international conference on Next Generation Information Technologies and Systems
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
The generation Y of XML schema matching panel description
XSym'07 Proceedings of the 5th international conference on Database and XML Technologies
Non-binary evaluation for schema matching
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
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Most virtual database systems are suitable for environments in which the set of member information sources is small and stable. Consequently, present virtual database systems do not scale up very well. The main reason is the complexity and cost of incorporating new information sources into the virtual database. In this paper we describe a system, called Autoplex, which uses machine learning techniques for automating the discovery of new content for virtual database systems. Autoplex assumes that several information sources have already been incorporated ("mapped") into the virtual database system by human experts (as done in standard virtual database systems). Autoplex learns the features of these examples. It then applies this knowledge to new candidate sources, trying to infer views that "resemble" the examples. In this paper we report initial results from the Autoplex project.