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Linear Transformation Properties of Grey Model

机译:灰色模型的线性变换特性

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摘要

Linear transformation of data series is a common data processing method, but the related properties of a linear transformation of data series have rarely been theoretically proved. Based on the discrete grey DGM(1,1) model, we wish to investigate the influence of linear transformation on model precision from three aspects: the quasi-smooth of linear transform sequence, the stability, and morbidity of the transform sequence model. It is found that the linear transformation of X-(0) does not destroy its quasi-smoothness, and the scale parameter rho affects the stability of the model but does not change the accuracy of the model. Appropriate position parameter mu can improve the accuracy of the model and reduce the condition number of the matrix. Finally, these results are verified through a case study.
机译:数据序列的线性变换是一种常用的数据处理方法,但数据序列线性变换的相关性质在理论上很少得到证明。基于离散灰色DGM(1,1)模型,我们希望从线性变换序列的准光滑性、变换序列模型的稳定性和病态性三个方面研究线性变换对模型精度的影响。发现X-(0)的线性变换不会破坏其准光滑性,尺度参数rho影响模型的稳定性,但不会改变模型的精度。适当的位置参数mu可以提高模型的精度,减少矩阵的条件数。最后,通过一个案例研究对这些结果进行了验证。

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