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Published byAbel Simpson Modified over 9 years ago
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Maurice Hermans
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Ontologies Ontology Mapping Research Question String Similarities Winkler Extension Proposed Extension Evaluation Results Conclusion 22-6-2012 2Bachelor Conference
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Provide a vocabulary of terms that describe a domain of interest There are several ways in which ontologies can differ: ◦ Encoding ◦ Lexical ◦ Syntactic ◦ Semantic ◦ Semiotic 22-6-2012 3Bachelor Conference
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Knowledge systems used in the same domain can be built according to different specifications and requirements This makes it very hard to exchange data between multiple knowledge systems which do not use the same ontology Ontology mapping frameworks provide knowledge systems with the capacity to exchange information with other knowledge systems which use different ontologies. 22-6-2012 4Bachelor Conference
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To what extend can string similarities, applied to concept names, be improved such that these are better suited for ontology mapping? 22-6-2012 5Bachelor Conference
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Levenshtein ◦ Uses the number of edit operations required to convert string one string to another Jaro ◦ Uses the number of matching characters between two strings and their relative position Jaccard ◦ Compares the sets of tokens of two strings SoftTFIDF ◦ Includes tokens which are similar according to a secondary similarity function 22-6-2012 6Bachelor Conference
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Two partial ontologies from the OAEI dataset 22-6-2012 9Bachelor Conference
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Two datasets are used: ◦ 2010 Ontology Alignment Evaluation Initiative ◦ Dataset created by Cohen et al. 2000 Similarities are evaluated using precision and recall values 22-6-2012 10Bachelor Conference
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OAEICohen Optimal weight for both datasets is around 0.8 22-6-2012 11Bachelor Conference
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OAEICohen 22-6-2012 12Bachelor Conference
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OAEICohen 22-6-2012 13Bachelor Conference
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OAEICohen 22-6-2012 14Bachelor Conference
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22-6-2012 15Bachelor Conference
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