A model for computing skyline data items in cloud incomplete databases

Skyline queries intend to retrieve the most superior data items in the database that best fit with the user’s given preference. However, processing skyline queries are expensive and uneasy when applying on large distributed databases such as cloud databases. Moreover, it would be further sophistica...

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Main Authors: Gulzar, Yonis, Aljuboori, Ali A.Alwan, Abualkishik, Abedallah Zaid, Mehmood, Abid
Format: Conference or Workshop Item
Language:English
English
English
Published: Elsevier B.V. 2020
Subjects:
Online Access:http://irep.iium.edu.my/80768/1/80768_A%20Model%20for%20Computing%20Skyline.pdf
http://irep.iium.edu.my/80768/2/80768_A%20Model%20for%20Computing%20Skyline_SCOPUS.pdf
http://irep.iium.edu.my/80768/13/80768_A%20model%20for%20computing_Wos.pdf
http://irep.iium.edu.my/80768/
https://www.sciencedirect.com/science/article/pii/S187705092030466X
https://doi.org/10.1016/j.procs.2020.03.037
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spelling my.iium.irep.807682021-01-19T20:28:04Z http://irep.iium.edu.my/80768/ A model for computing skyline data items in cloud incomplete databases Gulzar, Yonis Aljuboori, Ali A.Alwan Abualkishik, Abedallah Zaid Mehmood, Abid QA75 Electronic computers. Computer science QA76 Computer software Skyline queries intend to retrieve the most superior data items in the database that best fit with the user’s given preference. However, processing skyline queries are expensive and uneasy when applying on large distributed databases such as cloud databases. Moreover, it would be further sophisticated to process skyline queries if these distributed databases have missing values in certain dimensions. The effect of data incompleteness on skyline process is extremely severe because missing values result in un-hold the transitivity property of skyline technique and leads to the problem of cyclic dominance. This paper proposes an efficient model for computing skyline data items in cloud incomplete databases. The model focuses on processing skyline queries in cloud incomplete databases aiming at reducing the domination tests between data items, the processing time, and the amount of data transfer among the involved datacenters. Various set of experiments are conducted over two different types of datasets and the result demonstrates that the proposed solution outperforms the previous approaches in terms of domination tests, processing time, and amount of data transferred. Elsevier B.V. 2020-04-06 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/80768/1/80768_A%20Model%20for%20Computing%20Skyline.pdf application/pdf en http://irep.iium.edu.my/80768/2/80768_A%20Model%20for%20Computing%20Skyline_SCOPUS.pdf application/pdf en http://irep.iium.edu.my/80768/13/80768_A%20model%20for%20computing_Wos.pdf Gulzar, Yonis and Aljuboori, Ali A.Alwan and Abualkishik, Abedallah Zaid and Mehmood, Abid (2020) A model for computing skyline data items in cloud incomplete databases. In: 11th International Conference on Ambient Systems, Networks and Technologies (ANT 2020) / 3rd International Conference on Emerging Data and Industry 4.0, (EDI40 2020) /, 6 - 9 Apr 2020, Warsaw, Poland. https://www.sciencedirect.com/science/article/pii/S187705092030466X https://doi.org/10.1016/j.procs.2020.03.037
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
English
topic QA75 Electronic computers. Computer science
QA76 Computer software
spellingShingle QA75 Electronic computers. Computer science
QA76 Computer software
Gulzar, Yonis
Aljuboori, Ali A.Alwan
Abualkishik, Abedallah Zaid
Mehmood, Abid
A model for computing skyline data items in cloud incomplete databases
description Skyline queries intend to retrieve the most superior data items in the database that best fit with the user’s given preference. However, processing skyline queries are expensive and uneasy when applying on large distributed databases such as cloud databases. Moreover, it would be further sophisticated to process skyline queries if these distributed databases have missing values in certain dimensions. The effect of data incompleteness on skyline process is extremely severe because missing values result in un-hold the transitivity property of skyline technique and leads to the problem of cyclic dominance. This paper proposes an efficient model for computing skyline data items in cloud incomplete databases. The model focuses on processing skyline queries in cloud incomplete databases aiming at reducing the domination tests between data items, the processing time, and the amount of data transfer among the involved datacenters. Various set of experiments are conducted over two different types of datasets and the result demonstrates that the proposed solution outperforms the previous approaches in terms of domination tests, processing time, and amount of data transferred.
format Conference or Workshop Item
author Gulzar, Yonis
Aljuboori, Ali A.Alwan
Abualkishik, Abedallah Zaid
Mehmood, Abid
author_facet Gulzar, Yonis
Aljuboori, Ali A.Alwan
Abualkishik, Abedallah Zaid
Mehmood, Abid
author_sort Gulzar, Yonis
title A model for computing skyline data items in cloud incomplete databases
title_short A model for computing skyline data items in cloud incomplete databases
title_full A model for computing skyline data items in cloud incomplete databases
title_fullStr A model for computing skyline data items in cloud incomplete databases
title_full_unstemmed A model for computing skyline data items in cloud incomplete databases
title_sort model for computing skyline data items in cloud incomplete databases
publisher Elsevier B.V.
publishDate 2020
url http://irep.iium.edu.my/80768/1/80768_A%20Model%20for%20Computing%20Skyline.pdf
http://irep.iium.edu.my/80768/2/80768_A%20Model%20for%20Computing%20Skyline_SCOPUS.pdf
http://irep.iium.edu.my/80768/13/80768_A%20model%20for%20computing_Wos.pdf
http://irep.iium.edu.my/80768/
https://www.sciencedirect.com/science/article/pii/S187705092030466X
https://doi.org/10.1016/j.procs.2020.03.037
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