Using background knowledge in the aggregation of imprecise evidence in databases
Data & Knowledge Engineering
Evidence Theory and Its Applications
Evidence Theory and Its Applications
A Scalable Approach to Integrating Heterogeneous Aggregate Views of Distributed Databases
IEEE Transactions on Knowledge and Data Engineering
Database aggregation of imprecise and uncertain evidence
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
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We present an evidential scheme for integrating semantically heterogeneous aggregates, stored as summary tables, of distributed databases. The ontology of discourse at which to carry out the integration of aggregates is the common ontology derived from local ontologies in the form of classification schemes. The distributed aggregation combination operator DAggCom is developed to combine aggregates from local databases and requires minimal communication with local data sources.