基于模糊推理方法的功能系数自回归时间序列建模

Wenyan Song, Degang Wang, Wei-guo Wang, De-hai Liu
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摘要

函数系数自回归模型是一类有用的非线性时间序列模型。本文提出了一种基于模糊推理建模的系数函数估计方法。设计了一种易于实现的相应算法。此外,还研究了两个典型的仿真实例,其估计误差小于其他模型的结果。模型的预测结果具有较高的准确性,进一步说明了该方法的有效性。
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Functional coefficient autoregressive time series modeling based on fuzzy inference method
Functional coefficient autoregressive model is a class of useful nonlinear time series models. A new approach based on fuzzy inference modeling method for the estimation of the coefficient functions is proposed in this paper. A corresponding algorithm which is easy to be realized is designed. Besides, two typical simulation examples are studied, the estimated errors of which are minor than other models results. And the performance of forecasts on the proposed models has high degree of accuracy, which illustrates the validity of the method further.
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