Evaluating the efficiency of cloud services using modified data envelopment analysis and modified super-efficiency data envelopment analysis

被引:0
|
作者
Chandrashekar Jatoth
G. R. Gangadharan
Ugo Fiore
机构
[1] University of Hyderabad,School of Computer and Information Sciences
[2] Institute for Development and Research in Banking Technology (IDRBT),Department of Molecular Medicine and Medical Biotechnology
[3] Federico II University,undefined
来源
Soft Computing | 2017年 / 21卷
关键词
Cloud computing; Data envelopment analysis; Multi-criteria decision making; Analytic hierarchy process; Analytic network process;
D O I
暂无
中图分类号
学科分类号
摘要
Several cloud services with comparable functionality are now available to customers at different prices and performance levels. Often, there may be trade-offs among different functional and non-functional requirements fulfilled by different cloud providers. Hence, it is difficult to evaluate the relative performances of the cloud services and their ranking based on various quality of service attributes. In this paper, we propose a modified data envelopment analysis and a modified super-efficiency data envelopment analysis for evaluating the cloud services and their efficiencies considering user preferences. We compare these methods of cloud service selection based on sensitivity analysis, adequacy to changes in DMUs, adequacy to support decision making and modeling of uncertainty. The comparison helps customers to choose a cloud service that is most suitable to their requirements and also creates a healthy competition among the cloud service providers.
引用
收藏
页码:7221 / 7234
页数:13
相关论文
共 50 条
  • [1] Evaluating the efficiency of cloud services using modified data envelopment analysis and modified super-efficiency data envelopment analysis
    Jatoth, Chandrashekar
    Gangadharan, G. R.
    Fiore, Ugo
    SOFT COMPUTING, 2017, 21 (23) : 7221 - 7234
  • [2] Analysis of the water use efficiency using super-efficiency data envelopment analysis
    Zhengwei Pan
    Yanhua Wang
    Yuliang Zhou
    Yanfang Wang
    Applied Water Science, 2020, 10
  • [3] Analysis of the water use efficiency using super-efficiency data envelopment analysis
    Pan, Zhengwei
    Wang, Yanhua
    Zhou, Yuliang
    Wang, Yanfang
    APPLIED WATER SCIENCE, 2020, 10 (06)
  • [4] Dynamic Super-efficiency Interval Data Envelopment Analysis
    Li, Ling
    Lv, Xuliang
    Xu, Weidong
    Zhang, Zhixin
    Rong, Xianhui
    10TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2015), 2015, : 213 - 218
  • [5] Infeasibility of super-efficiency data envelopment analysis models
    Seiford, Lawrence M.
    Zhu, Joe
    INFOR Journal, 1999, 37 (02): : 174 - 187
  • [6] Infeasibility of super-efficiency data envelopment analysis models
    Seiford, LM
    Zhu, J
    INFOR, 1999, 37 (02) : 174 - 187
  • [7] A modified super-efficiency network data envelopment analysis: Assessing regional sustainability performance in China
    Qu, Jingjing
    Wang, Baohui
    Liu, Xiaohong
    SOCIO-ECONOMIC PLANNING SCIENCES, 2022, 82
  • [8] Sensitivity analysis and super-efficiency measures in data envelopment analysis models
    Jablonsky, Josef
    PROCEEDINGS OF THE 25TH INTERNATIONAL CONFERENCE ON MATHEMATICAL METHODS IN ECONOMICS 2007, 2007, : 149 - 156
  • [9] A modified super-efficiency measure based on simultaneous input-output projection in data envelopment analysis
    Chen, Jin-Xiao
    Deng, Mingrong
    Gingras, Sylvain
    COMPUTERS & OPERATIONS RESEARCH, 2011, 38 (02) : 496 - 504
  • [10] Performance Efficiency of Indian Private Hospitals Using Data Envelopment Analysis and Super-efficiency DEA
    Chitnis, Asmita
    Mishra, Dharmesh K.
    JOURNAL OF HEALTH MANAGEMENT, 2019, 21 (02) : 279 - 293