Assessing Computer Network Efficiency Using Data Envelopment Analysis and Multicriteria Decision Analysis Techniques

被引:1
作者
Ploskas, Nikolaos [1 ]
Stiakakis, Emmanouil [1 ]
Fouliras, Panayotis [1 ]
机构
[1] Univ Macedonia, Sch Informat Sci, Dept Appl Informat, Egnatias 156, Thessaloniki 54006, Greece
关键词
efficiency; computer network; data envelopment analysis; stochastic frontier analysis; multicriteria decision analysis;
D O I
10.1002/mcda.1533
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Measuring computer network efficiency is of great importance for a network manager. When a detailed picture of the current state of the network is available, we can use analytical and simulated-based methods. Instead, it is more difficult to measure network efficiency, when the details of network topologies and internal characteristics are not available. In this paper, we present operations research techniques, which have been used in measuring the efficiency of economic systems, namely data envelopment analysis (DEA), stochastic frontier analysis (SFA) and preference ranking organization method for enrichment evaluations (PROMETHEE). We investigate whether these techniques can be used to assess network efficiency and provide the network manager with a complete set of quantitative suggestions towards relative efficiency improvement of the networks determined as inefficient. The average efficiencies extracted in our benchmark from DEA and SFA are almost equal. Furthermore, the decision maker can adjust the weights of the criteria in PROMETHEE in order to build different scenarios. Consequently, we claim that these methods can be used for measuring computer network efficiency, when networks' internal characteristics are not available. Copyright (C) 2014 John Wiley & Sons, Ltd.
引用
收藏
页码:260 / 278
页数:19
相关论文
共 32 条
[1]  
Aigner D., 1977, J EC, V6, P21, DOI [10.1016/0304-4076(77)90052-50, DOI 10.1016/0304-4076(77)90052-5, 10.1016/0304-4076(77)90052-5]
[2]  
Alirezaee MR, 2009, APPL MATH SCI, V3, P581
[3]   A PROCEDURE FOR RANKING EFFICIENT UNITS IN DATA ENVELOPMENT ANALYSIS [J].
ANDERSEN, P ;
PETERSEN, NC .
MANAGEMENT SCIENCE, 1993, 39 (10) :1261-1265
[4]  
[Anonymous], 2007, DEPLOYING IP MPLS QO
[5]  
[Anonymous], 1998, RFC2330
[6]  
[Anonymous], 1999, RFC2681
[7]   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
[8]   Efficiency of financial institutions: International survey and directions for future research [J].
Berger, AN ;
Humphrey, DB .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1997, 98 (02) :175-212
[9]  
Bogetoft P, 2011, INT SERIES OPERATION, V157, P233
[10]  
Bolch G, 2006, QUEUING NETWORKS MAR, V2nd