Enriching non-taxonomic relations extracted from domain texts

Extracting non-taxonomic relations is one of the important tasks in the construction of ontology from the text. Most of current methods on identification and extraction of non-taxonomic relations is based on predicate representing relationships between two concepts, namely the relation between subje...

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Main Authors: Mohd Rafei Heng, Nur Fatin Nabila, Mamat, Ali, Azmi Murad, Masrah Azrifah, Mustapha, Norwati
Format: Conference or Workshop Item
Language:English
Published: IEEE 2011
Online Access:http://psasir.upm.edu.my/id/eprint/68663/
http://psasir.upm.edu.my/id/eprint/68663/1/Enriching%20non-taxonomic%20relations%20extracted%20from%20domain%20texts.pdf
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author Mohd Rafei Heng, Nur Fatin Nabila
Mamat, Ali
Azmi Murad, Masrah Azrifah
Mustapha, Norwati
author_facet Mohd Rafei Heng, Nur Fatin Nabila
Mamat, Ali
Azmi Murad, Masrah Azrifah
Mustapha, Norwati
author_sort Mohd Rafei Heng, Nur Fatin Nabila
building UPM Institutional Repository
collection Online Access
description Extracting non-taxonomic relations is one of the important tasks in the construction of ontology from the text. Most of current methods on identification and extraction of non-taxonomic relations is based on predicate representing relationships between two concepts, namely the relation between subject and object that occurs in a sentence. However, the number of relations that has been identified does not properly represent the domain as the methods only identify a portion of the total relations from domain texts. In this paper, we present a method that increases the number of relations extracted and thus properly represent the domain. In this method, all potential relations are first generated and then less significant ones, based on their frequency, are removed. The method has been tested on a collection of texts that described electronic voting machine and the result is encouraging.
first_indexed 2025-11-15T11:37:44Z
format Conference or Workshop Item
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institution Universiti Putra Malaysia
institution_category Local University
language English
last_indexed 2025-11-15T11:37:44Z
publishDate 2011
publisher IEEE
recordtype eprints
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spelling upm-686632019-06-10T02:45:37Z http://psasir.upm.edu.my/id/eprint/68663/ Enriching non-taxonomic relations extracted from domain texts Mohd Rafei Heng, Nur Fatin Nabila Mamat, Ali Azmi Murad, Masrah Azrifah Mustapha, Norwati Extracting non-taxonomic relations is one of the important tasks in the construction of ontology from the text. Most of current methods on identification and extraction of non-taxonomic relations is based on predicate representing relationships between two concepts, namely the relation between subject and object that occurs in a sentence. However, the number of relations that has been identified does not properly represent the domain as the methods only identify a portion of the total relations from domain texts. In this paper, we present a method that increases the number of relations extracted and thus properly represent the domain. In this method, all potential relations are first generated and then less significant ones, based on their frequency, are removed. The method has been tested on a collection of texts that described electronic voting machine and the result is encouraging. IEEE 2011 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/68663/1/Enriching%20non-taxonomic%20relations%20extracted%20from%20domain%20texts.pdf Mohd Rafei Heng, Nur Fatin Nabila and Mamat, Ali and Azmi Murad, Masrah Azrifah and Mustapha, Norwati (2011) Enriching non-taxonomic relations extracted from domain texts. In: 2011 International Conference on Semantic Technology and Information Retrieval (STAIR'11), 28-29 June 2011, Putrajaya, Malaysia. (pp. 99-105). 10.1109/STAIR.2011.5995772
spellingShingle Mohd Rafei Heng, Nur Fatin Nabila
Mamat, Ali
Azmi Murad, Masrah Azrifah
Mustapha, Norwati
Enriching non-taxonomic relations extracted from domain texts
title Enriching non-taxonomic relations extracted from domain texts
title_full Enriching non-taxonomic relations extracted from domain texts
title_fullStr Enriching non-taxonomic relations extracted from domain texts
title_full_unstemmed Enriching non-taxonomic relations extracted from domain texts
title_short Enriching non-taxonomic relations extracted from domain texts
title_sort enriching non-taxonomic relations extracted from domain texts
url http://psasir.upm.edu.my/id/eprint/68663/
http://psasir.upm.edu.my/id/eprint/68663/
http://psasir.upm.edu.my/id/eprint/68663/1/Enriching%20non-taxonomic%20relations%20extracted%20from%20domain%20texts.pdf