Ontology evaluation approach for semantic web documents

Ontology is a conceptual tool used for managing and capturing information related to domain knowledge, such as the travel, education and medical domains. Publicly available ontology repositories like Falcons and SWOOGLE enhance the growth of ontology on the Web by providing a medium for ontology dev...

詳細記述

書誌詳細
第一著者: Mohd. Hamka, Nurhamizah
フォーマット: 学位論文
言語:英語
出版事項: 2015
主題:
オンライン・アクセス:http://eprints.utm.my/77990/1/NurhamizahMohdHamkaMFC20151.pdf
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author Mohd. Hamka, Nurhamizah
author_facet Mohd. Hamka, Nurhamizah
author_sort Mohd. Hamka, Nurhamizah
description Ontology is a conceptual tool used for managing and capturing information related to domain knowledge, such as the travel, education and medical domains. Publicly available ontology repositories like Falcons and SWOOGLE enhance the growth of ontology on the Web by providing a medium for ontology developers to publish their ontologies. In order to promote ontology reuse, a suitable approach for ontology evaluation is required that deals with ontology coverage for domain representation which includes an approach for validating the ontology with a corpus of information containing terms related to domain knowledge. Since contributions in ontology evaluation were introduced in different aspects, it is important to conceptualise related information to build an evaluation approach that can help users to select ontology. This work proposed OntoUji, an ontology that conceptualises information related to ontology evaluation. From OntoUji conceptualisation, these works proceed with the development of evaluation steps that are then converted into ontology evaluation algorithms to evaluate ontology documents retrieved from selected repositories according to data-driven evaluation approach. The data-driven approach focuses on evaluating the coverage of ontology using a set of keywords provided, yet similarly involves a comparison of ontological vocabulary with a pre-defined corpus, WordNet, gained from the information retrieval approach. The evaluation is then processed using Letters Pair Similarity algorithm as the selected similarity measures technique to process the ontology coverage result. The findings showed that the OntoUji ontology conceptualization helps to define ontology evaluation steps to gain similarity result for ontology selection.
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spelling uthm-779902018-07-18T07:49:59Z http://eprints.utm.my/77990/ Ontology evaluation approach for semantic web documents Mohd. Hamka, Nurhamizah QA75 Electronic computers. Computer science Ontology is a conceptual tool used for managing and capturing information related to domain knowledge, such as the travel, education and medical domains. Publicly available ontology repositories like Falcons and SWOOGLE enhance the growth of ontology on the Web by providing a medium for ontology developers to publish their ontologies. In order to promote ontology reuse, a suitable approach for ontology evaluation is required that deals with ontology coverage for domain representation which includes an approach for validating the ontology with a corpus of information containing terms related to domain knowledge. Since contributions in ontology evaluation were introduced in different aspects, it is important to conceptualise related information to build an evaluation approach that can help users to select ontology. This work proposed OntoUji, an ontology that conceptualises information related to ontology evaluation. From OntoUji conceptualisation, these works proceed with the development of evaluation steps that are then converted into ontology evaluation algorithms to evaluate ontology documents retrieved from selected repositories according to data-driven evaluation approach. The data-driven approach focuses on evaluating the coverage of ontology using a set of keywords provided, yet similarly involves a comparison of ontological vocabulary with a pre-defined corpus, WordNet, gained from the information retrieval approach. The evaluation is then processed using Letters Pair Similarity algorithm as the selected similarity measures technique to process the ontology coverage result. The findings showed that the OntoUji ontology conceptualization helps to define ontology evaluation steps to gain similarity result for ontology selection. 2015-07 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/77990/1/NurhamizahMohdHamkaMFC20151.pdf Mohd. Hamka, Nurhamizah (2015) Ontology evaluation approach for semantic web documents. Masters thesis, Universiti Teknologi Malaysia, Faculty of Computing. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:90326
spellingShingle QA75 Electronic computers. Computer science
Mohd. Hamka, Nurhamizah
Ontology evaluation approach for semantic web documents
title Ontology evaluation approach for semantic web documents
title_full Ontology evaluation approach for semantic web documents
title_fullStr Ontology evaluation approach for semantic web documents
title_full_unstemmed Ontology evaluation approach for semantic web documents
title_short Ontology evaluation approach for semantic web documents
title_sort ontology evaluation approach for semantic web documents
topic QA75 Electronic computers. Computer science
url http://eprints.utm.my/77990/1/NurhamizahMohdHamkaMFC20151.pdf
url-record http://eprints.utm.my/77990/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:90326
work_keys_str_mv AT mohdhamkanurhamizah ontologyevaluationapproachforsemanticwebdocuments