A Novel Neurodynamic Model for Data Envelopment Analysis: A Case Study on Iran's Olympic Sports Caravan

被引:0
|
作者
Hassan, Javad Bani [1 ]
Mirzazadeh, Zahra Sadat [1 ]
Abdi, Shahram [1 ]
Eshaghnezhad, Mohammad [2 ]
Mansoori, Amin [3 ,4 ]
机构
[1] Ferdowsi Univ Mashhad, Fac Sport Sci, Mashhad, Iran
[2] Shahid Sattari Univ Aeronaut Sci & Technol, Fac Basic Sci, Dept Appl Math, Tehran, Iran
[3] Ferdowsi Univ Mashhad, Dept Appl Math, Mashhad, Iran
[4] Mashhad Univ Med Sci, Int UNESCO Ctr Hlth Related Basic Sci & Human Nutr, Mashhad, Iran
关键词
Linear programming problem; Data envelopment analysis; Recurrent neural networks; Lyapunov stability; NEURAL-NETWORK; EFFICIENCY; DEA; RANKING;
D O I
10.1007/s11063-023-11410-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data envelopment analysis (DEA) is one of the non-parametric approaches for evaluating efficiency. The present paper investigates a novel recurrent neural network (RNN) model for solving DEA problems. To the best of our knowledge, there is no attempt for this kind of problem using RNN. Thus, this paper is going to show the effectiveness of RNN models for solving DEA problems. As a matter of fact, we give a novel RNN model to solve a general linear programming problem. Moreover, the stability in the sense of Lyapunov for the developed RNN model is proved. Finally, to show the performance of the method we consider a general case model and a case study on Iran's Olympic Sports Caravan and solve with the novel proposed RNN model.
引用
收藏
页码:12079 / 12092
页数:14
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