Combined social networks and data envelopment analysis for ranking

被引:42
|
作者
Simon de Blas, Clara [1 ]
Simon Martin, Jose [2 ]
Gomez Gonzalez, Daniel [3 ]
机构
[1] Rey Juan Carlos Univ, Tech Sch Comp Engn, Dept Comp Sci, Madrid, Spain
[2] Univ Complutense Madrid, Sch Med, Univ Inst Hlth Care Evaluat, E-28040 Madrid, Spain
[3] Univ Complutense Madrid, Sch Stat Studies, Dept Stat & Operat Res, E-28040 Madrid, Spain
关键词
Data envelopment analysis; Social networks; Rankings; Benchmarking; PageRank; INCREASING DISCRIMINATION; WEIGHT FLEXIBILITY; SUPER-EFFICIENCY; DEA; CENTRALITY; UNITS; MODELS;
D O I
10.1016/j.ejor.2017.10.025
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this work, we propose a method for ranking efficient decision-making units (DMUs) that uses measures of dominance derived from social network analysis in combination with data envelopment analysis (DEA). For this purpose, a directed and weighted graph is constructed, in which the nodes represent the system's DMUs and the edges represent the relationships between them. The objective is to identify and rank the most important nodes by taking into account the influence or dominance relations between the DMUs. The method uses a weighted HITS algorithm to identify the hubs and the authorities in the network by assigning to each DMU two numbers, the authority weight and the hub weight. Additionally, this method allows for the identification of DMUs whose exclusion from the DEA analysis does not modify the efficiency values obtained for the remaining DMUs. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:990 / 999
页数:10
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