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...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
American Scientific Publishers
2014
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| Online Access: | http://psasir.upm.edu.my/id/eprint/37752/ http://psasir.upm.edu.my/id/eprint/37752/1/37752.pdf |
| _version_ | 1848848691920633856 |
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| author | Mosallanejad, Ahmad Behjat, Amir Rajabi Mustapha, Aida Atan, Rodziah |
| author_facet | Mosallanejad, Ahmad Behjat, Amir Rajabi Mustapha, Aida Atan, Rodziah |
| author_sort | Mosallanejad, Ahmad |
| building | UPM Institutional Repository |
| collection | Online Access |
| 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%. |
| first_indexed | 2025-11-15T09:38:32Z |
| format | Article |
| id | upm-37752 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T09:38:32Z |
| publishDate | 2014 |
| publisher | American Scientific Publishers |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-377522016-04-22T07:44:43Z 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 |
| spellingShingle | Mosallanejad, Ahmad Behjat, Amir Rajabi Mustapha, Aida Atan, Rodziah Genetic algorithms-based quality of service service selection in cloud computing using multilayer perceptron |
| title | 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_short | 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 |
| url | http://psasir.upm.edu.my/id/eprint/37752/ http://psasir.upm.edu.my/id/eprint/37752/ http://psasir.upm.edu.my/id/eprint/37752/ http://psasir.upm.edu.my/id/eprint/37752/1/37752.pdf |