Holt-Winters model with grey generating operator and its application

被引:4
|
作者
Liu, Lianyi [1 ]
Wu, Lifeng [1 ]
机构
[1] Hebei Univ Engn, Coll Management Engn & Business, Handan 056038, Peoples R China
基金
中国国家自然科学基金;
关键词
Holt-Winters; forecasting; grey generating operator; FORECAST;
D O I
10.1080/03610926.2020.1797804
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Exponential smoothing is one of the most commonly used prediction methods. When the data has obvious periodicity and seasonality, Holt-Winters usually has a good prediction performance. However, the predicted results often do not meet our expectations when the trend of the original data is not clear. To further reduce the randomness of time series, a new method combining grey generating operator with the traditional Holt-Winters is proposed. The accumulated sequence by grey generating operator can have obvious variation law. Three practical examples were selected to evaluate the forecasting performance of this proposed method. The results indicate that the proposed model can substantially have the better forecasting capability than traditional Holt-Winters method.
引用
收藏
页码:3542 / 3555
页数:14
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