SIOPRED: a prediction and optimisation integrated system for demand

被引:9
作者
Bermudez, J. D. [1 ]
Segura, J. V. [2 ]
Vercher, E. [1 ]
机构
[1] Univ Valencia, Dpto Estadist & Invest Operativa, E-46100 Burjassot, Spain
[2] Univ Miguel Hernandez Elche, Ctr Invest Operativa, Elche, Spain
关键词
Forecasting; Holt-Winters method; Non-linear optimisation; Decision support systems; 62M10; 62M20; 62P30; 90C30;
D O I
10.1007/s11750-008-0042-7
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents a forecasting support system based on the generalised Holt-Winters exponential smoothing scheme to forecast time series of levels of demand. It is conceived as an integrated tool which has been implemented in Visual Basic. For improving the accuracy of automatic forecasting it uses an optimisation-based scheme which unifies the stages of estimation of the parameters and model selection. Based on this scheme, suitable forecasts and prediction intervals are obtained. The performance of the proposed system is compared with a number of well-established automatic forecasting procedures with respect to the 3003 time series included in the M3-competition.
引用
收藏
页码:258 / 271
页数:14
相关论文
共 19 条
[11]   The M3-Competition: results, conclusions and implications [J].
Makridakis, S ;
Hibon, M .
INTERNATIONAL JOURNAL OF FORECASTING, 2000, 16 (04) :451-476
[12]   Estimation and prediction for a class of dynamic nonlinear statistical models [J].
Ord, JK ;
Koehler, AB ;
Snyder, RD .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1997, 92 (440) :1621-1629
[13]   A spreadsheet modeling approach to the Holt-Winters optimal forecasting [J].
Segura, JV ;
Vercher, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 131 (02) :375-388
[14]  
SEGURA JV, 2002, I200202 CTR INV OP
[15]  
Tashman LJ, 2001, INT SER OPER RES MAN, V30, P651
[16]  
Theil H., 1966, APPL EC FORECASTING
[17]   FORECASTING SALES BY EXPONENTIALLY WEIGHTED MOVING AVERAGES [J].
WINTERS, PR .
MANAGEMENT SCIENCE, 1960, 6 (03) :324-342
[18]  
YU X, 2003, APPL DECISION SUPPOR, V124
[19]  
Zimmermann H.-J., 1978, Fuzzy Sets and Systems, V1, P45, DOI 10.1016/0165-0114(78)90031-3