A Non-Parametric Data Envelopment Analysis Approach for Cloud Services Evaluation

被引:7
作者
Xu, Chunxiang [1 ]
Ma, Yupeng [1 ]
Wang, Xiaobo [1 ]
机构
[1] Chinese Acad Sci, XinJiang Tech Inst Phys & Chem, Beijing, Peoples R China
来源
SERVICE-ORIENTED COMPUTING - ICSOC 2014 WORKSHOPS | 2015年 / 8954卷
关键词
Cloud service; Relative efficiency; QoS; Data envelopment analysis; EFFICIENCY;
D O I
10.1007/978-3-319-22885-3_22
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to advantages of cloud computing, services are increasingly deployed in cloud. It is a challenge to choose a proper service. Besides QoS requirements, customers expect more efficient services which provide better performance but with minimum cost. In this paper, we propose a non-parametric method to evaluate relative efficiency of cloud services based on Data Envelopment Analysis. It can classify cloud services into different efficiency levels and tell how to improve less efficient services. We illustrate the method with a case study.
引用
收藏
页码:250 / 255
页数:6
相关论文
共 15 条
[1]  
[Anonymous], 2010, INTERNET MEASUREMENT, DOI DOI 10.1145/1879141.1879143
[2]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[3]  
Brebner P, 2011, LECT NOTES COMPUT SC, V6568, P39, DOI 10.1007/978-3-642-19394-1_5
[4]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[5]  
Consortium C.S.M.I, 2014, SERV MEAS IND FRAM V
[6]   A framework for ranking of cloud computing services [J].
Garg, Saurabh Kumar ;
Versteeg, Steve ;
Buyya, Rajkumar .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2013, 29 (04) :1012-1023
[7]  
Goldman A., 2012, 2012 IEEE International Conference on Services Computing (SCC), P258, DOI 10.1109/SCC.2012.21
[8]  
Huang KM, 2013, LECT NOTES COMPUT SC, V8274, P343, DOI 10.1007/978-3-642-45005-1_24
[9]  
Parhizkar B, 2013, INT J COMPUT SCI, V10, P523
[10]   The QoS-based MCDM system for SaaS ERP applications with Social Network [J].
Park, James ;
Jeong, Hwa-Young .
JOURNAL OF SUPERCOMPUTING, 2013, 66 (02) :614-632