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Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation
Facing a customer market with rising demands for cloud service dependability and security, trustworthiness evaluation techniques are becoming essential to cloud service selection. But these methods are out of the reach to most customers as they require considerable expertise. Additionally, since the...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4074036/ https://www.ncbi.nlm.nih.gov/pubmed/24972237 http://dx.doi.org/10.1371/journal.pone.0097762 |
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author | Ding, Shuai Xia, Chen-Yi Zhou, Kai-Le Yang, Shan-Lin Shang, Jennifer S. |
author_facet | Ding, Shuai Xia, Chen-Yi Zhou, Kai-Le Yang, Shan-Lin Shang, Jennifer S. |
author_sort | Ding, Shuai |
collection | PubMed |
description | Facing a customer market with rising demands for cloud service dependability and security, trustworthiness evaluation techniques are becoming essential to cloud service selection. But these methods are out of the reach to most customers as they require considerable expertise. Additionally, since the cloud service evaluation is often a costly and time-consuming process, it is not practical to measure trustworthy attributes of all candidates for each customer. Many existing models cannot easily deal with cloud services which have very few historical records. In this paper, we propose a novel service selection approach in which the missing value prediction and the multi-attribute trustworthiness evaluation are commonly taken into account. By simply collecting limited historical records, the current approach is able to support the personalized trustworthy service selection. The experimental results also show that our approach performs much better than other competing ones with respect to the customer preference and expectation in trustworthiness assessment. |
format | Online Article Text |
id | pubmed-4074036 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40740362014-07-02 Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation Ding, Shuai Xia, Chen-Yi Zhou, Kai-Le Yang, Shan-Lin Shang, Jennifer S. PLoS One Research Article Facing a customer market with rising demands for cloud service dependability and security, trustworthiness evaluation techniques are becoming essential to cloud service selection. But these methods are out of the reach to most customers as they require considerable expertise. Additionally, since the cloud service evaluation is often a costly and time-consuming process, it is not practical to measure trustworthy attributes of all candidates for each customer. Many existing models cannot easily deal with cloud services which have very few historical records. In this paper, we propose a novel service selection approach in which the missing value prediction and the multi-attribute trustworthiness evaluation are commonly taken into account. By simply collecting limited historical records, the current approach is able to support the personalized trustworthy service selection. The experimental results also show that our approach performs much better than other competing ones with respect to the customer preference and expectation in trustworthiness assessment. Public Library of Science 2014-06-27 /pmc/articles/PMC4074036/ /pubmed/24972237 http://dx.doi.org/10.1371/journal.pone.0097762 Text en © 2014 Ding 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Ding, Shuai Xia, Chen-Yi Zhou, Kai-Le Yang, Shan-Lin Shang, Jennifer S. Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title | Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title_full | Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title_fullStr | Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title_full_unstemmed | Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title_short | Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation |
title_sort | decision support for personalized cloud service selection through multi-attribute trustworthiness evaluation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4074036/ https://www.ncbi.nlm.nih.gov/pubmed/24972237 http://dx.doi.org/10.1371/journal.pone.0097762 |
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