Publication:
Experiment with text summarization as a positive hierarchical fuzzy logic ranking indicator for domain specific retrieval of Malay translated hadith

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dc.Conferencecode149055
dc.Conferencedate27 April 2019 through 28 April 2019
dc.Conferencename9th IEEE Symposium on Computer Applications and Industrial Electronics, ISCAIE 2019
dc.FundingDetailsMinistry of Higher Education, Malaysia,�MOHE Universiti Teknologi MARA: 021/2017
dc.FundingDetailsACKNOWLEDGMENT This research is funded by the Ministry of Education (MOE) Malaysia under FRGS Research Grant at Universiti Teknologi MARA, Shah Alam (600-IRMI/FRGS 5/3 (021/2017)).
dc.citedby1
dc.contributor.affiliationsFaculty of Quran and Sunnah Studies
dc.contributor.affiliationsUniversity Teknologi MARA (UiTM)
dc.contributor.affiliationsUniversiti Sains Islam Malaysia (USIM)
dc.contributor.affiliationsUniversiti Malaysia Pahang (UMP)
dc.contributor.affiliationsUniversiti Kebangsaan Malaysia (UKM)
dc.contributor.authorBin Rodzman S.B.en_US
dc.contributor.authorKamal Ismail N.en_US
dc.contributor.authorRahman N.A.en_US
dc.contributor.authorAhmad Aljunid S.en_US
dc.contributor.authorRahman H.A.en_US
dc.contributor.authorNor Z.M.en_US
dc.contributor.authorMuhammad Naim Ku Khalif K.en_US
dc.contributor.authorYunus Mohd Noor A.en_US
dc.date.accessioned2024-05-28T08:33:28Z
dc.date.available2024-05-28T08:33:28Z
dc.date.issued2019
dc.description.abstractRanking function acts as a predictive algorithm that is used to establish a simple ordering of documents according to its relevance and this process shows the effectiveness, quality and the accuracy for the variety type of Information Retrieval (IR) such as, Domain Specific Retrieval of Malay Translated Hadith. In this research, a Hierarchical Fuzzy Logic Controller of Mamdani-type Fuzzy Inference System has been built to define the ranking function based on the BM25 Model. The model examines four-inputs which are Ontology BM25 Score, Fabrication Rate of Hadith, Shia Rate of Hadith from the previous works of the researchers and the New additional Positive Rate of Hadith. It also examines four-output values of Final Ranking Score which consist of three triangular membership functions. The new Positive Rate of hadith is based on the score value of the automatic text summarization that was executed in pre-processing phase. The proposed system has outperformed the BM25 original score and the Vector Space Model (VM) on 5 topic of queries and 26 queries in the term of individual queries, while the BM25 original score and Vector Space Model only yielded better result in 3 and 0 queries respectively on the P@10, %no measures and MAP. P@10 represent the values of Precision at Rank 10 P@10), %no measures represent the percentage of queries with no relevant documents in the top ten retrieved and MAP represents Mean Average Precision of the queries. The results show the proposed system have capability to demote negative documents and move up the relevant documents in the ranking list with positive indicator and its capability to recall unseen document with the application of ontology in text retrieval. For the future works, the researcher would like to apply the usage of new ranking indicator such as reliability score from the expert and the lay users of the Domain Specific Retrieval of Malay Translated Hadith. � 2019 IEEE.
dc.description.natureFinalen_US
dc.description.sponsorshipIEEE Industrial Applications Joint Chapter (IAS)
dc.description.sponsorshipIEEE Malaysia Industrial Electronics (IES)
dc.identifier.ArtNo8743988
dc.identifier.doi10.1109/ISCAIE.2019.8743988
dc.identifier.epage304
dc.identifier.isbn9781540000000
dc.identifier.scopus2-s2.0-85069185151
dc.identifier.spage299
dc.identifier.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85069185151&doi=10.1109%2fISCAIE.2019.8743988&partnerID=40&md5=39c4e004cc4d22fa7de887329608e5da
dc.identifier.urihttps://oarep.usim.edu.my/handle/123456789/9059
dc.languageEnglish
dc.language.isoen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartofISCAIE 2019 - 2019 IEEE Symposium on Computer Applications and Industrial Electronics
dc.sourceScopus
dc.subjectBM25 modelen_US
dc.subjectFabricated Hadithen_US
dc.subjectFuzzy Logicen_US
dc.subjectFuzzy ruleen_US
dc.subjectFuzzy seten_US
dc.subjectMalay Text Corpusen_US
dc.subjectMalay Translated Hadithen_US
dc.subjectNegative ranking indicatoren_US
dc.subjectPositive ranking indicatoren_US
dc.subjectRanking functionen_US
dc.subjectShia Hadithen_US
dc.subjectVector Space modelen_US
dc.subjectProbabilistic modelen_US
dc.subjectComputer circuitsen_US
dc.subjectFuzzy inferenceen_US
dc.subjectFuzzy logicen_US
dc.subjectFuzzy rulesen_US
dc.subjectFuzzy setsen_US
dc.subjectIndustrial electronicsen_US
dc.subjectMembership functionsen_US
dc.titleExperiment with text summarization as a positive hierarchical fuzzy logic ranking indicator for domain specific retrieval of Malay translated hadith
dc.typeConference Paperen_US
dspace.entity.typePublication

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