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
相关论文
共 50 条
  • [1] Technical change and efficiency in data envelopment analysis
    Sengupta, JK
    [J]. CYBERNETICS AND SYSTEMS, 1996, 27 (01) : 77 - 92
  • [2] Measuring Technical Efficiency in Data Envelopment Analysis
    Biresh K. Sahoo
    Pratap K. J. Mohapatra
    [J]. OPSEARCH, 2001, 38 (5) : 456 - 483
  • [3] Modeling Technical Efficiency of Inshore Fishery Using Data Envelopment Analysis
    Rahman, Rahayu
    Zahid, Zalina
    Khairi, Siti Shaliza Mohd
    Hussin, Siti Aida Sheikh
    [J]. 4TH INTERNATIONAL CONFERENCE ON QUANTITATIVE SCIENCES AND ITS APPLICATIONS (ICOQSIA 2016), 2016, 1782
  • [4] Uncertain random data envelopment analysis for technical efficiency
    Bao Jiang
    Wenxue Feng
    Jian Li
    [J]. Fuzzy Optimization and Decision Making, 2022, 21 : 1 - 20
  • [5] Uncertain random data envelopment analysis for technical efficiency
    Jiang, Bao
    Feng, Wenxue
    Li, Jian
    [J]. FUZZY OPTIMIZATION AND DECISION MAKING, 2022, 21 (01) : 1 - 20
  • [6] Measurement of technical efficiency of public hospitals in Kenya: Using data envelopment analysis
    Kirigia J.M.
    Emrouznejad A.
    Sambo L.G.
    [J]. Journal of Medical Systems, 2002, 26 (1) : 39 - 45
  • [7] Using Data Envelopment Analysis to Measure the Technical Efficiency of Public Hospitals in Turkey
    Karahan, Mehmet
    [J]. EGE ACADEMIC REVIEW, 2019, 19 (03) : 373 - 387
  • [8] Technical efficiency of private sector hospitals in India using data envelopment analysis
    Gandhi, Aradhana Vikas
    Sharma, Dipasha
    [J]. BENCHMARKING-AN INTERNATIONAL JOURNAL, 2018, 25 (09) : 3570 - 3591
  • [9] Assessing the efficiency of supply chain scheduling algorithms using data envelopment analysis
    Ching-Chin Chern
    Tzi-Yuan Chou
    Bo Hsiao
    [J]. Information Systems and e-Business Management, 2016, 14 : 823 - 856
  • [10] Assessing the efficiency of supply chain scheduling algorithms using data envelopment analysis
    Chern, Ching-Chin
    Chou, Tzi-Yuan
    Hsiao, Bo
    [J]. INFORMATION SYSTEMS AND E-BUSINESS MANAGEMENT, 2016, 14 (04) : 823 - 856