An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran

There are two techniques for Quran knowledge representation which are keyword-based and semantic-based. Based on previous works, keyword-based technique has low accuracy and always leads to wrong information retrieval. Therefore, many researchers implement semantic search to overcome these proble...

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Main Author:	Muhammad Afifi Bin Mohamad Safee
Format:	Thesis
Language:	English
Subjects:	Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge.
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spelling	my-usim-ddms-126912024-05-29T04:40:29Z An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran Muhammad Afifi Bin Mohamad Safee There are two techniques for Quran knowledge representation which are keyword-based and semantic-based. Based on previous works, keyword-based technique has low accuracy and always leads to wrong information retrieval. Therefore, many researchers implement semantic search to overcome these problems. But the semantic-based is lack in domain coverage, where ontology has been used to complement and create new domain for semantic-based problem. As for Quran domain, though there a few works have been done, but still does not covered for the Medical and Health Science domain. Hence, the research objectives for this research are to develop ontology for the Medica I and Health Science domain in the Quran and to implement hybrid ontology-based semantic and keyword search application to retrieve related queries in Quran. The experiment was conducted by using open source tools which are protege, JAVA framework and apache Jena where these are used to develop the ontology and to develop search application. The content of ontology is evaluated by Quran experts, where ontology structure is evaluated by ontology expert and ontology consistency is verified by using protege reasoner. In this research, a new domain for the Medical and Health Science and hybrid ontology-based semantic and keyword search application have been developed. The evaluation results show that based on Quran experts' evaluation, the search method proposed has produced 88% of Recall rate and 91 % of Precision rate. For future work. the ontology domain can be further expanded on different domain. Keywords: Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge. Universiti Sains Islam Malaysian 2018-07 Thesis en https://oarep.usim.edu.my/handle/123456789/12691 https://oarep.usim.edu.my/bitstreams/b0333f94-047d-45f1-ad58-5d6ed04cd5b8/download 8a4605be74aa9ea9d79846c1fba20a33 https://oarep.usim.edu.my/bitstreams/4054cda2-3f07-47c5-a997-df9f5c30c74d/download 92261d41d3b855f30ad5fb21b00941c6 https://oarep.usim.edu.my/bitstreams/a1d3cd8e-d06f-445a-97ce-7870946bbd17/download 863789d1ce90bcd779469a828d51ce82 https://oarep.usim.edu.my/bitstreams/0d095d4c-6277-4f20-8788-b624460c628a/download 942d150c1bb69beb176baaaf7e1843bf https://oarep.usim.edu.my/bitstreams/250d5c3e-95ae-42e5-8278-f2ccf61d99b0/download 872f6f320715131aefca99197de2068a https://oarep.usim.edu.my/bitstreams/4fc78c13-e27e-4aa1-96aa-400dcfd57d98/download fcb8e0d2838a62e6efad2b15cb74a74c https://oarep.usim.edu.my/bitstreams/2781a632-9b1c-4975-b9d1-4b2bb07c0113/download d8bc7820ac2f1d785daf12cbc9e088a1 https://oarep.usim.edu.my/bitstreams/a7cf75ca-258c-4a38-af53-af987b7a455c/download a288ee791517d8b7a86d0e38fc54ac12 https://oarep.usim.edu.my/bitstreams/d293bf61-f280-4cfe-a711-fbb97d4ab594/download 35254e7bacf61cfd5bae8c15734115ac https://oarep.usim.edu.my/bitstreams/7f969420-b0b5-4951-b76c-8a573a5e9493/download 72a13423fdb141c28c1b2577315368f9 Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge.
institution	Universiti Sains Islam Malaysia
collection	USIM Institutional Repository
language	English
topic	Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge.
spellingShingle	Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge. Muhammad Afifi Bin Mohamad Safee An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
description	There are two techniques for Quran knowledge representation which are keyword-based and semantic-based. Based on previous works, keyword-based technique has low accuracy and always leads to wrong information retrieval. Therefore, many researchers implement semantic search to overcome these problems. But the semantic-based is lack in domain coverage, where ontology has been used to complement and create new domain for semantic-based problem. As for Quran domain, though there a few works have been done, but still does not covered for the Medical and Health Science domain. Hence, the research objectives for this research are to develop ontology for the Medica I and Health Science domain in the Quran and to implement hybrid ontology-based semantic and keyword search application to retrieve related queries in Quran. The experiment was conducted by using open source tools which are protege, JAVA framework and apache Jena where these are used to develop the ontology and to develop search application. The content of ontology is evaluated by Quran experts, where ontology structure is evaluated by ontology expert and ontology consistency is verified by using protege reasoner. In this research, a new domain for the Medical and Health Science and hybrid ontology-based semantic and keyword search application have been developed. The evaluation results show that based on Quran experts' evaluation, the search method proposed has produced 88% of Recall rate and 91 % of Precision rate. For future work. the ontology domain can be further expanded on different domain. Keywords: Ontology. Information Retrieval, Semantic Search. Medical and Health Science. Al-Quran Knowledge.
format	Thesis
author	Muhammad Afifi Bin Mohamad Safee
author_facet	Muhammad Afifi Bin Mohamad Safee
author_sort	Muhammad Afifi Bin Mohamad Safee
title	An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
title_short	An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
title_full	An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
title_fullStr	An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
title_full_unstemmed	An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran
title_sort	ontology based approach for retrieving medical and health science knowledge in quran
granting_institution	Universiti Sains Islam Malaysian
_version_	1812444650072440832

An Ontology Based Approach For Retrieving Medical And Health Science Knowledge In Quran

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