Towards improving data quality using ontology application approach

This study presents a systematic review in investigating the adoption of ontology in managing data quality. We studied a dataset of 333 papers from journals, conference proceedings and magazines to explore the motivations and limitations in adopting ontology approach to achieve high quality data. Ba...

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Main Authors: Mohd Jaya, Mohd Izham, Sidi, Fatimah, Affendey, Lilly Suriani, Ishak, Iskandar, A. Jabar, Marzanah
Format: Conference or Workshop Item
Language:English
Published: Faculty of Computer Science and Information Technology, Universiti Putra Malaysia 2015
Online Access:http://psasir.upm.edu.my/id/eprint/77161/1/saes2015-26.pdf
http://psasir.upm.edu.my/id/eprint/77161/
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Institution: Universiti Putra Malaysia
Language: English
id my.upm.eprints.77161
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spelling my.upm.eprints.771612020-03-04T01:36:09Z http://psasir.upm.edu.my/id/eprint/77161/ Towards improving data quality using ontology application approach Mohd Jaya, Mohd Izham Sidi, Fatimah Affendey, Lilly Suriani Ishak, Iskandar A. Jabar, Marzanah This study presents a systematic review in investigating the adoption of ontology in managing data quality. We studied a dataset of 333 papers from journals, conference proceedings and magazines to explore the motivations and limitations in adopting ontology approach to achieve high quality data. Based on the selection criteria, we then select 9 relevant papers and discussed further in this paper. From this study, we found that ontology usage eliminated barriers of domain expert involvement in managing data quality, the heterogeneity of data source and data source schema, and also the size of database. Faculty of Computer Science and Information Technology, Universiti Putra Malaysia 2015 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/77161/1/saes2015-26.pdf Mohd Jaya, Mohd Izham and Sidi, Fatimah and Affendey, Lilly Suriani and Ishak, Iskandar and A. Jabar, Marzanah (2015) Towards improving data quality using ontology application approach. In: 3rd International Symposium on Applied Engineering and Sciences (SAES2015), 23-24 Nov. 2015, Universiti Putra Malaysia. (pp. 108-110).
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description This study presents a systematic review in investigating the adoption of ontology in managing data quality. We studied a dataset of 333 papers from journals, conference proceedings and magazines to explore the motivations and limitations in adopting ontology approach to achieve high quality data. Based on the selection criteria, we then select 9 relevant papers and discussed further in this paper. From this study, we found that ontology usage eliminated barriers of domain expert involvement in managing data quality, the heterogeneity of data source and data source schema, and also the size of database.
format Conference or Workshop Item
author Mohd Jaya, Mohd Izham
Sidi, Fatimah
Affendey, Lilly Suriani
Ishak, Iskandar
A. Jabar, Marzanah
spellingShingle Mohd Jaya, Mohd Izham
Sidi, Fatimah
Affendey, Lilly Suriani
Ishak, Iskandar
A. Jabar, Marzanah
Towards improving data quality using ontology application approach
author_facet Mohd Jaya, Mohd Izham
Sidi, Fatimah
Affendey, Lilly Suriani
Ishak, Iskandar
A. Jabar, Marzanah
author_sort Mohd Jaya, Mohd Izham
title Towards improving data quality using ontology application approach
title_short Towards improving data quality using ontology application approach
title_full Towards improving data quality using ontology application approach
title_fullStr Towards improving data quality using ontology application approach
title_full_unstemmed Towards improving data quality using ontology application approach
title_sort towards improving data quality using ontology application approach
publisher Faculty of Computer Science and Information Technology, Universiti Putra Malaysia
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/77161/1/saes2015-26.pdf
http://psasir.upm.edu.my/id/eprint/77161/
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