Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Ding, Shuai, Xia, Chen-Yi, Zhou, Kai-Le, Yang, Shan-Lin, Shang, Jennifer S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
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
_version_ 1782323165773430784
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
work_keys_str_mv AT dingshuai decisionsupportforpersonalizedcloudserviceselectionthroughmultiattributetrustworthinessevaluation
AT xiachenyi decisionsupportforpersonalizedcloudserviceselectionthroughmultiattributetrustworthinessevaluation
AT zhoukaile decisionsupportforpersonalizedcloudserviceselectionthroughmultiattributetrustworthinessevaluation
AT yangshanlin decisionsupportforpersonalizedcloudserviceselectionthroughmultiattributetrustworthinessevaluation
AT shangjennifers decisionsupportforpersonalizedcloudserviceselectionthroughmultiattributetrustworthinessevaluation