Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation

被引:28
|
作者
Ding, Shuai [1 ,2 ]
Xia, Chen-Yi [3 ,4 ]
Zhou, Kai-Le [1 ,2 ]
Yang, Shan-Lin [1 ,2 ]
Shang, Jennifer S. [5 ]
机构
[1] Hefei Univ Technol, Sch Management, Hefei, Peoples R China
[2] Minist Educ, Key Lab Proc Optimizat & Intelligent Decis Making, Hefei, Peoples R China
[3] Tianjin Univ Technol, Minist Educ, Tianjin Key Lab Intelligence Comp & Novel Softwar, Tianjin, Peoples R China
[4] Tianjin Univ Technol, Minist Educ, Key Lab Comp Vis & Syst, Tianjin, Peoples R China
[5] Univ Pittsburgh, Joseph M Katz Grad Sch Business, Pittsburgh, PA 15260 USA
来源
PLOS ONE | 2014年 / 9卷 / 06期
基金
中国国家自然科学基金;
关键词
SYSTEM; SAAS;
D O I
10.1371/journal.pone.0097762
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:11
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