IEEE Intelligent Systems · 2001 · 1.1K citations · 22 references
ComputingComputer ScienceKnowledge RepresentationMachine LearningNatural Language ProcessingConcept ExtractionFormal OntologyKnowledge AcquisitionKnowledge ExtractionOntology DesignOntology EngineeringOntologiesOntology AcquisitionOntology FormalizationOntology ReasoningSemantic WebSemantic Web Ontologies
The Semantic Web relies heavily on formal ontologies to structure data for comprehensive and transportable machine understanding. Thus, the proliferation of ontologies factors largely in the Semantic Web's success. The authors present an ontology learning framework that extends typical ontology engineering environments by using semiautomatic ontology construction tools. The framework encompasses ontology import, extraction, pruning, refinement and evaluation.
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