A decision support system for selecting convenience store location through integration of fuzzy AHP and artificial neural network

被引:236
作者
Kuo, RJ
Chi, SC
Kao, SS
机构
[1] Natl Taipei Univ Technol, Dept Ind Engn, Taipei 106, Taiwan
[2] Huafan Univ, Dept Ind Management, Taipei, Taiwan
[3] An Shin Food Serv Co Ltd, Taipei 104, Taiwan
关键词
location selection; artificial neural network; error back-propagation learning algorithm; convenience store (CVS);
D O I
10.1016/S0166-3615(01)00147-6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Location selection plays a very prominent role in retailing due to its high and long-term investments. It is very difficult to make up once an inappropriate convenience store (CVS) location has been established, The conventional approaches to location selection can only provide a set of systematic steps for problem-solving without considering the relationships between the decision factors globally. Therefore, this study aims to develop a decision support system for locating a new CVS. The proposed system consists of four components: (1) hierarchical structure development for fuzzy analytic hierarchy process (fuzzy AHP), (2) weights determination, (3) data collection, and (4) decision making. In the first component, the hierarchical structure of fuzzy AHP is formulated by reviewing the related references and interviewing the retailing experts. Then, a questionnaire survey is conducted to determine the weight of each factor in the second component, while the corresponding data are collected through some government publications and actual investigation. Finally, a feedforward neural network with error back-propagation (EBP) learning algorithm is applied to study the relationship between the factors and the store performance. The results show that proposed system is able to provide more accurate result than regression model in accuracy. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:199 / 214
页数:16
相关论文
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