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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...

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Detalles Bibliográficos
Autores principales: Xu, Jianlong, Du, Xin, Cai, Weihong, Zhu, Changsheng, Chen, Yindong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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.
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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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