2006 · 12 citations · 15 references
ComputingComputer ScienceInformation SystemsComputational LinguisticsKnowledge RepresentationNatural Language ProcessingFormal OntologyInformation ExtractionOntology DesignOntology EngineeringSemantic SearchInstance GenerationInstance RetrievalOntological AlignmentOntology AlignmentOntology Alignment AlgorithmsOntology MatchingSchema AlignmentSchema Matching
This paper presents a general architecture and four algorithms that use Natural Language Processing for automatic ontology matching. The proposed approach is purely instance based, i.e., only the instance documents associated with the nodes of ontologies are taken into account. The four algorithms have been evaluated using real world test data, taken from the Google and LookSmart online directories. The results show that NLP techniques applied to instance documents help the system achieve higher performance.
15
An introduction to latent semantic analysis
Thomas K. Landauer, Peter W. Foltz, Darrell Laham · Discourse Processes · 1998 · 4.9K citations
A survey of approaches to automatic schema matching
Erhard Rahm, Philip A. Bernstein · The VLDB Journal · 2001 · 3.3K citations · Full text