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
相关论文
共 50 条
  • [21] A Dynamic Fuzzy Multi-attribute Group Decision Making Method for Supplier Evaluation and Selection
    Bai, Ruirui
    Li, Fanzhang
    Yang, Jiwen
    [J]. 26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 3249 - 3256
  • [22] Description and First Evaluation of an Approach for a Pilot Decision Support System Based on Multi-attribute Decision Making
    Djartov, Boris
    Mostaghim, Sanaz
    Papenfuss, Anne
    Wies, Matthias
    [J]. 2022 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2022, : 141 - 147
  • [23] Research of Simple Multi-Attribute Rating Technique for Decision Support
    Siregar, Dodi
    Arisandi, Diki
    Usman, Ari
    Irwan, Dedy
    Rahim, Robbi
    [J]. INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY (ICONICT), 2017, 930
  • [24] A multi-attribute decision support system for evaluating rangeland health
    Leininger, WC
    Frasier, GW
    Weltz, MA
    Yakowitz, DS
    [J]. PEOPLE AND RANGELANDS BUILDING THE FUTURE, VOLS 1 AND 2, 1999, : 770 - 772
  • [25] Evaluating ERP Projects with multi-attribute decision support systems
    Bokovec, Ksenca
    Damij, Talib
    Rajkovic, Tanja
    [J]. COMPUTERS IN INDUSTRY, 2015, 73 : 93 - 104
  • [26] Ranking Cloud Services Using Fuzzy Multi-Attribute Decision Making
    Shivakumar, Uppala
    Ravi, Vadlamani
    Gangadharan, G. R.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ - IEEE 2013), 2013,
  • [27] Data-driven method to learning personalized individual semantics to support linguistic multi-attribute decision making
    Li, Cong-Cong
    Dong, Yucheng
    Liang, Haiming
    Pedrycz, Witold
    Herrera, Francisco
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2022, 111
  • [28] A Method of Multi-attribute Synthetic Evaluation Based on Cloud Model
    Song, Jianjun
    Du, Xiaoping
    Wang, Qiao
    Li, Xin
    Jiang, Yu
    [J]. MATERIALS ENGINEERING FOR ADVANCED TECHNOLOGIES, PTS 1 AND 2, 2011, 480-481 : 805 - 809
  • [29] Attribute preference and selection in multi-attribute decision making: Implications for unconscious and conscious thought
    Srinivasan, Narayanan
    Mukherjee, Sumitava
    [J]. CONSCIOUSNESS AND COGNITION, 2010, 19 (02) : 644 - 652
  • [30] Supplier Selection Evaluation of Shipbuilding Enterprises Based on Entropy Weight and Multi-attribute Decision Making
    Liu, Chang
    [J]. PROCEEDINGS OF THE FIFTH INTERNATIONAL FORUM ON DECISION SCIENCES, 2018, : 255 - 268