Using Genetic Algorithms for Maximizing Technical Efficiency in Data Envelopment Analysis

被引:11
|
作者
Gonzalez, Martin [1 ]
Lopez-Espin, Jose J. [1 ]
Aparicio, Juan [1 ]
Gimenez, Domingo [2 ]
Pastor, Jesus T. [1 ]
机构
[1] Miguel Hernandez Univ, Ctr Invest Operat, Madrid, Spain
[2] Univ Murcia, Dept Informat & Sistemas, E-30001 Murcia, Spain
关键词
Data Envelopment Analysis; Closest targets; Mathematical Programming; Efficiency Methodologies; Genetic Algorithms; CLOSEST TARGETS; DISTANCE; FRONTIER; SCALE;
D O I
10.1016/j.procs.2015.05.257
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Data Envelopment Analysis (DEA) is a non-parametric technique for estimating the technical efficiency of a set of Decision Making Units (DMUs) from a database consisting of inputs and outputs. This paper studies DEA models based on maximizing technical efficiency, which aim to determine the least distance from the evaluated DMU to the production frontier. Usually, these models have been solved through unsatisfactory methods used for combinatorial NP-hard problems. Here, the problem is approached by metaheuristic techniques and the solutions are compared with those of the methodology based on the determination of all the facets of the frontier in DEA. The use of metaheuristics provides solutions close to the optimum with low execution time.
引用
收藏
页码:374 / 383
页数:10
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