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Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron

There exist many similar services by different service providers available within the cloud environment. When the service offerings are packaged with similar functionalities, service consumers will be having a difficult time in evaluating the most relevant services that fit to their individual requi...

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Main Authors: Mosallanejad, Ahmad, Behjat, Amir Rajabi, Mustapha, Aida, Atan, Rodziah
Format: Article
Language:English
Published: American Scientific Publishers 2014
Online Access:http://psasir.upm.edu.my/id/eprint/37752/1/37752.pdf
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id oai:psasir.upm.edu.my:37752
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spelling oai:psasir.upm.edu.my:37752 http://psasir.upm.edu.my/id/eprint/37752/ Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron Mosallanejad, Ahmad Behjat, Amir Rajabi Mustapha, Aida Atan, Rodziah There exist many similar services by different service providers available within the cloud environment. When the service offerings are packaged with similar functionalities, service consumers will be having a difficult time in evaluating the most relevant services that fit to their individual requirement. To address this issue, this paper proposes an effective services classification in cloud environment, which will classify the equivalent services based on their quality of service (QoS). The attribute selection method is based genetic algorithms (GA) and is designed to rank the cloud services before the attributes are being fed into a multi-layer perceptron (MLP) classification system. The results have shown a considerably high performance of 98.5%. American Scientific Publishers 2014 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/37752/1/37752.pdf Mosallanejad, Ahmad and Behjat, Amir Rajabi and Mustapha, Aida and Atan, Rodziah (2014) Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron. Advanced Science Letters, 20 (1). pp. 144-147. ISSN 1936-6612; ESSN: 1936-7317 http://www.ingentaconnect.com/content/asp/asl/2014/00000020/00000001/art00029?token=004b1027437a63736a6f5e47635d23766c702e2e2b6f644a467c79675d7c4e724770176199a 10.1166/asl.2014.5263
institution UPM IR
collection UPM IR
language English
description There exist many similar services by different service providers available within the cloud environment. When the service offerings are packaged with similar functionalities, service consumers will be having a difficult time in evaluating the most relevant services that fit to their individual requirement. To address this issue, this paper proposes an effective services classification in cloud environment, which will classify the equivalent services based on their quality of service (QoS). The attribute selection method is based genetic algorithms (GA) and is designed to rank the cloud services before the attributes are being fed into a multi-layer perceptron (MLP) classification system. The results have shown a considerably high performance of 98.5%.
format Article
author Mosallanejad, Ahmad
Behjat, Amir Rajabi
Mustapha, Aida
Atan, Rodziah
spellingShingle Mosallanejad, Ahmad
Behjat, Amir Rajabi
Mustapha, Aida
Atan, Rodziah
Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
author_facet Mosallanejad, Ahmad
Behjat, Amir Rajabi
Mustapha, Aida
Atan, Rodziah
author_sort Mosallanejad, Ahmad
title Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
title_short Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
title_full Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
title_fullStr Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
title_full_unstemmed Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
title_sort genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron
publisher American Scientific Publishers
publishDate 2014
url http://psasir.upm.edu.my/id/eprint/37752/1/37752.pdf
_version_ 1782721305911492608
score 12.935284

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