A MODEL USING DATA ENVELOPMENT ANALYSIS FOR THE CROSS EVALUATION OF SUPPLIERS UNDER UNCERTAINTY

被引:0
|
作者
Costantino, Nicola [1 ]
Dotoli, Mariagrazia [2 ]
Falagario, Marco [1 ]
Sciancalepore, Fabio [1 ]
机构
[1] Politecn Bari, Dipartimento Ingn Meccan & Gest, Via Re David 200, I-70126 Bari, Italy
[2] Politecn Bari, Dipartimento Elettrotecn & Elettron, Via Re David 200, I-70125 Bari, Italy
关键词
Business Intelligence; Supplier Evaluation; Data Envelopment Analysis; Uncertainty; Monte Carlo Method; EFFICIENCY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper addresses one of the key objectives of the purchasing function of a supply chain, i.e., the optimal selection of suppliers. We present a novel methodology that integrates the well-known cross-efficiency evaluation called Data Envelopment Analysis (DEA) and the Monte Carlo approach, to manage supplier selection considering uncertainty in the supply process, e.g. evaluating potential suppliers. The model allows to distinguish among several suppliers, overcoming the limitation of the traditional DEA method of not distinguishing among efficient suppliers. Moreover, the technique is able to classify suppliers with uncertain performance. The method is applied to the selection of suppliers of a Southern Italy SME.
引用
收藏
页码:152 / 157
页数:6
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