Efficiency Measurement of Cloud Service Providers Using Network Data Envelopment Analysis

被引:18
|
作者
Azadi, Majid [1 ,2 ]
Emrouznejad, Ali [3 ]
Ramezani, Fahimeh [1 ,2 ]
Hussain, Farookh Khadeer [1 ,2 ]
机构
[1] Univ Technol, Ctr Artificial Intelligence, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
[2] Univ Technol, Sch Comp Sci, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
[3] Aston Univ, Aston Business Sch, Birmingham, W Midlands, England
关键词
Cloud service providers (CSPs); performance measures; efficiency measurement; data envelopment analysis; network slacks-based measure (SBM) model; SLACKS-BASED MEASURE; DEA MODELS; INFORMATION-TECHNOLOGY; SUPPLY CHAINS; MANAGEMENT; FRAMEWORK; RANKING;
D O I
10.1109/TCC.2019.2927340
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An increasing number of organizations and businesses around the world use cloud computing services to improve their performance in the competitive marketplace. However, one of the biggest challenges in using cloud computing services is performance measurement and the selection of the best cloud service providers (CSPs) based on quality of service (QoS) requirements [13]. To address this shortcoming in this article we propose a network data envelopment analysis (DEA) method in measuring the efficiency of CSPs. When network dimensions are taken into consideration, a more comprehensive analysis is enabled where divisional efficiency is reflected in overall efficiency estimates. This helps managers and decision makers in organizations to make accurate decisions in selecting cloud services. In the current study, the non-oriented network slacks-based measure (SBM) model and conventional SBM model with the assumptions of constant returns to scale (CRS) and variable returns to scale (VRS) are applied to measure the performance of 18 CSPs. The obtained results show the superiority of the network DEA model and they also demonstrate that the proposed model can evaluate and rank CSPs much better than compared to traditional DEA models.
引用
收藏
页码:348 / 355
页数:8
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