{"title":"Discovering Semantic Links Between Synonyms, Hyponyms and Hypernyms","authors":"Ricardo Avila, Gabriel Lopes, Vania Vidal, Jose Macedo","volume":150,"journal":"International Journal of Computer and Systems Engineering","pagesStart":333,"pagesEnd":339,"ISSN":"1307-6892","URL":"https:\/\/publications.waset.org\/pdf\/10010490","abstract":"This proposal aims for semantic enrichment between
\r\nglossaries using the Simple Knowledge Organization System (SKOS)
\r\nvocabulary to discover synonyms, hyponyms and hyperonyms
\r\nsemiautomatically, in Brazilian Portuguese, generating new semantic
\r\nrelationships based on WordNet. To evaluate the quality of this
\r\nproposed model, experiments were performed by the use of two sets
\r\ncontaining new relations, being one generated automatically and the
\r\nother manually mapped by the domain expert. The applied evaluation
\r\nmetrics were precision, recall, f-score, and confidence interval. The
\r\nresults obtained demonstrate that the applied method in the field of
\r\nOil Production and Extraction (E&P) is effective, which suggests that
\r\nit can be used to improve the quality of terminological mappings.
\r\nThe procedure, although adding complexity in its elaboration, can be
\r\nreproduced in others domains.","references":"[1] David Aumueller, Hong-Hai Do, Sabine Massmann, and Erhard Rahm.\r\n2005. Schema and ontology matching with COMA++. InProc. ACM\r\nSIGMOD.\r\n[2] Jiaqing Liang, Yi Zhang, Yanghua Xiao, Haixun Wang, Wei Wang, and\r\nPinpinZhu. 2017. On the Transitivity of Hypernym-Hyponym Relations in\r\nData-Driven Lexical Taxonomies. In AAAI. AAAI Press, 1185\u20131191.\r\n[3] George A. Miller. 1995. WordNet: a Lexical Database for\r\nEnglish.Commun. ACM38, 11 (1995), 39\u201341.\r\n[4] Akarajit Tanjana and Jian Qu. [n. d.]. Enabling Fuzzy Logic to Enhance\r\nAuto-matic Schema Matching. In Science & Technology Asia, Vol. 22.\r\n93\u2013111.\r\n[5] Christian Bizer, Richard Cyganiak, and Tobias Gauss. 2007. The RDF\r\nBookMashup: From Web APIs to a Web of Data. In3rd Workshop on\r\nScripting forthe Semantic Web.\r\n[6] J. M. Bland and D. G. Altman. 1996. Transformations, means, and\r\nconfidenceintervals. BMJ312, 7038 (April 1996), 1079.\r\n[7] D. Lenat and R. V. Guha. 1990. Building Large Knowledge-Based\r\nSystems: Representation and Inference in the Cyc Project.\r\nAddison-Wesley.\r\n[8] William W. Cohen, Pradeep Ravikumar, and Stephen E. Fienberg. 2003.\r\nA Com-parison of String Distance Metrics for Name-Matching Tasks. In\r\nProceedings of the IJCAI-2003 Workshop on. Acapulco, Mexico, 73\u201378.\r\n[9] Mathieu d\u2019Aquin, Gabriel Kronberger, and Mari Carmen\r\nSu\u00b4arez-Figueroa. 2012. Combining Data Mining and Ontology\r\nEngineering to Enrich Ontologies and Linked Data. InKNOW@LOD,\r\nVol. 868. CEUR-WS.org, 19\u201324.\r\n[10] Tom Heath and Christian Bizer. 2011. Linked Data: Evolving the Web\r\ninto a Global Data Space (1st ed.). Morgan Claypool.\r\n[11] Maria Koutraki, Nicoleta Preda, and Dan Vodislav. 2016. SOFYA:\r\nSemanticon-the-fly Relation Alignment. In EDBT. OpenProceedings.org,\r\n690\u2013691.\r\n[12] M. Lesk. 1986. Automatic sense disambiguation using machine\r\nreadabledictionaries: how to tell a pine cone from an ice cream cone. In\r\nProceedings of ACM SIGDOC Conference. Toronto, Ontario, 24\u201326.\r\n[13] V. Levenshtein. 1966. Binary Codes Capable of Correcting Deletions,\r\nInsertions, and Reversals. Soviet Physics-Doklady10, 8 (1966), 707\u2013710.\r\n[14] Juan Antonio Lossio-Ventura, Mathieu Roche, Cl\u00b4ement Jonquet, and\r\nMaguelonne Teisseire. 2016. A Way to Automatically Enrich Biomedical\r\nOntologies. In EDBT, OpenProceedings.org, 676\u2013677.\r\n[15] Alistair Miles, Brian Matthews, Michael Wilson, and Dan Brickley.\r\n2005. SKOScore: Simple Knowledge Organisation for the Web. In Proc.\r\nof the 2005 international conference on DC and metadata applications.\r\nMadrid, Spanien, 1\u20139.\r\n[16] Markus Nentwig, Michael Hartung, Axel-Cyrille Ngonga Ngomo, and\r\nErhard Rahm. 2015. A survey of current Link Discovery frameworks.\r\nSemantic WebPreprint (2015), 1\u201318.\r\n[17] Jacco van Ossenbruggen, Michiel Hildebrand, and Viktor de Boer. 2011.\r\nInteractive Vocabulary Alignment. InTPDL (Lecture Notes in Computer\r\nScience), Vol. 6966. Springer, 296\u2013307.\r\n[18] Ziqi Zhang, Anna Lisa Gentile, Eva Blomqvist, Isabelle Augenstein,\r\nand FabioCiravegna. 2013. Statistical Knowledge Patterns: Identifying\r\nSynonymous Re-lations in Large Linked Datasets. In International\r\nSemantic Web Conference(1), Vol. 8218. Springer, 703\u2013719.\r\n[19] Ricardo A\u00b4 vila, Saloma\u02dco Santos, David Arau\u00b4jo, Va\u02c6nia Maria Ponte\r\nVidal, and Jos\u00b4e Ant\u02c6onio Fernandes de Mac\u02c6edo. 2017. Semantic Links\r\nUsing SKOS Predicates. In KES (Procedia Computer Science), Vol. 112.\r\nElsevier, 467\u2013473.","publisher":"World Academy of Science, Engineering and Technology","index":"Open Science Index 150, 2019"}