A fuzzy decision support tool for demand forecasting

被引:0
作者
Bermudez, Jose D. [1 ]
Segura, Jose V. [2 ]
Vercher, Enriqueta [3 ]
机构
[1] Univ Valencia, Dept Estadist & Invest Operat, Dr Moliner 50, Burjassot 46100, Spain
[2] Univ Miguel Hernandez, Ctr Investigac Operat, Elche 03202, Spain
[3] Univ Valencia, Dept Estadist & IO, Burjassot 46100, Spain
来源
2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4 | 2007年
关键词
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
In this paper we present a decision support forecasting system to work with univariate time series based on the generalized exponential smoothing (Holt-Winters) approach. It is conceived as an integrated tool which has been implemented in Visual Basic. For improving the accuracy of the automatic forecasting it uses an optimization-based scheme which unifies the stages of estimation of the parameters and selects the best method using a fuzzy multicriteria approach. The elements of the set of local minima of the non-linear programming problems allow us to build the membership functions of the conflicting objectives. A set of real data is analyzed to show the performance of our forecasting tool.
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页码:433 / +
页数:2
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