Network Public Opinion Prediction Based on Conformable Fractional Non-homogeneous Discrete Grey Model

被引:0
|
作者
Tong, Qiujuan [1 ]
Wang, Luwen [2 ]
Li, Linna [1 ]
Zhang, Jianke [1 ]
机构
[1] Xian Univ Posts & Telecommun, Coll Sci, Xian 710121, Peoples R China
[2] Xian Univ Posts & Telecommun, Coll Comp Sci & Technol, Xian 710121, Peoples R China
关键词
internet opinion forecasting; CFNDGM model; fractional calculus; fractional accumulation; non-homogeneous index; FORECASTING-MODEL;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
the traditional grey model assumes that the original data series conforms to the homogeneous exponential trend rather than the non-homogeneous exponential trend. However, compared with the integer-order gray model, the fractional-order gray model is more efficient and flexible in time series forecasting. Hence, in this paper, a conformable fractional order calculus is introduced to extend the integer order gray model into a fractional order gray model. A conformable fractional non-homogeneous exponential discrete grey model (abbreviated as CFNDGM) is proposed, and the particle swarm algorithm is further developed to optimize its order. Specifically, we first use the Baidu index generated by "Xi'an Epidemic" and "MU5735" to build a model. Then use the least squares method to solve the model parameters, obtain the predicted simulation value through the response expression, and finally obtain the data prediction result. The simulation validates that the prediction accuracy of the fractional order non-homogeneous grey model is higher than that of the integer order non-homogeneous grey model.
引用
收藏
页码:19 / 19
页数:1
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