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The Relationship of Discrete Grey Forecasting Model DGM and GM(1,1) Model

机译:离散灰色预测模型DGM和GM(1,1)模型的关系

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This paper studies theoretically the relative error between the discrete grey forecasting model abbreviated as DGM and the GM(1,1) model. Firstly, in the two applicable ranges (-2,0] and [0,2) of the developing coefficient a, the upper bound o f each relative error at time k between DGM and GM(1,1) is calculated. Then, by using the properties of a bivariate differentiable function, we study the relevant properties of the relative error upper bounds r_1 (a,k,n) and r_2(a,k,n). Further, we derive the quantitative relation between the relative error and the developing coefficient a. The results show that when a is within the range [-0.2, 1] the relative error between DGM and GM(1,1) at time k is less than 5.21%, and hence DGM and GM(1,1) can substitute appositely each other; However, when a is in the range (-2,-0.4] or [1,2) the relative error may exceed 12.46%. Therefore, this work provides a quantitative criterion for whether DGM and GM(1,1) model can reasonably substitute each other.
机译:本文从理论上研究了缩写为DGM的离散灰色预测模型与GM(1,1)模型之间的相对误差。首先,在显影系数a的两个适用范围(-2,0]和[0,2)中,计算DGM和GM(1,1)之间在时间k的每个相对误差的上限。然后,通过使用二元可微函数的性质,我们研究了相对误差上限r_1(a,k,n)和r_2(a,k,n)的相关性质。此外,我们推导了相对误差与显影系数a之间的定量关系。结果表明,当a在[-0.2,1]范围内时,DGM和GM(1,1)在时间k的相对误差小于5.21%,因此DGM和GM(1,1)可以适当替代彼此;但是,当a在(-2,-0.4]或[1,2)范围内时,相对误差可能超过12.46%。因此,这项工作为DGM和GM(1,1)模型是否可以合理地相互替代提供了定量标准。

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