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MeURep: A novel user reputation calculation approach in personalized cloud services
User reliability is notably crucial for personalized cloud services. In cloud computing environments, large amounts of cloud services are provided for users. With the exponential increase in number of cloud services, it is difficult for users to select the appropriate services from equivalent or sim...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6588211/ https://www.ncbi.nlm.nih.gov/pubmed/31226112 http://dx.doi.org/10.1371/journal.pone.0217933 |
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author | Xu, Jianlong Du, Xin Cai, Weihong Zhu, Changsheng Chen, Yindong |
author_facet | Xu, Jianlong Du, Xin Cai, Weihong Zhu, Changsheng Chen, Yindong |
author_sort | Xu, Jianlong |
collection | PubMed |
description | User reliability is notably crucial for personalized cloud services. In cloud computing environments, large amounts of cloud services are provided for users. With the exponential increase in number of cloud services, it is difficult for users to select the appropriate services from equivalent or similar candidate services. The quality-of-service (QoS) has become an important criterion for selection, and the users can conduct personalized selection according to the observed QoS data of other users; however, it is difficult to ensure that the users are reliable. Actually, unreliable users may provide unreliable QoS data and have negative effects on the personalized cloud service selection. Therefore, how to determine reliable QoS data for personalized cloud service selection remains a significant problem. To measure the reliability for each user, we present a cloud service selection framework based on user reputation and propose a new user reputation calculation approach, which is named MeURep and includes L1-MeURep and L2-MeURep. Experiments are conducted, and the results confirm that MeURep has higher efficiency than previously proposed approaches. |
format | Online Article Text |
id | pubmed-6588211 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65882112019-06-28 MeURep: A novel user reputation calculation approach in personalized cloud services Xu, Jianlong Du, Xin Cai, Weihong Zhu, Changsheng Chen, Yindong PLoS One Research Article User reliability is notably crucial for personalized cloud services. In cloud computing environments, large amounts of cloud services are provided for users. With the exponential increase in number of cloud services, it is difficult for users to select the appropriate services from equivalent or similar candidate services. The quality-of-service (QoS) has become an important criterion for selection, and the users can conduct personalized selection according to the observed QoS data of other users; however, it is difficult to ensure that the users are reliable. Actually, unreliable users may provide unreliable QoS data and have negative effects on the personalized cloud service selection. Therefore, how to determine reliable QoS data for personalized cloud service selection remains a significant problem. To measure the reliability for each user, we present a cloud service selection framework based on user reputation and propose a new user reputation calculation approach, which is named MeURep and includes L1-MeURep and L2-MeURep. Experiments are conducted, and the results confirm that MeURep has higher efficiency than previously proposed approaches. Public Library of Science 2019-06-21 /pmc/articles/PMC6588211/ /pubmed/31226112 http://dx.doi.org/10.1371/journal.pone.0217933 Text en © 2019 Xu et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Xu, Jianlong Du, Xin Cai, Weihong Zhu, Changsheng Chen, Yindong MeURep: A novel user reputation calculation approach in personalized cloud services |
title | MeURep: A novel user reputation calculation approach in personalized cloud services |
title_full | MeURep: A novel user reputation calculation approach in personalized cloud services |
title_fullStr | MeURep: A novel user reputation calculation approach in personalized cloud services |
title_full_unstemmed | MeURep: A novel user reputation calculation approach in personalized cloud services |
title_short | MeURep: A novel user reputation calculation approach in personalized cloud services |
title_sort | meurep: a novel user reputation calculation approach in personalized cloud services |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6588211/ https://www.ncbi.nlm.nih.gov/pubmed/31226112 http://dx.doi.org/10.1371/journal.pone.0217933 |
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