Research on Prediction of the Digital Economy Index Based on Improved Sparrow Search Algorithm

被引:0
|
作者
Hu, Qing [1 ]
Zhu, Fenhua [1 ]
机构
[1] Anhui Business Coll, Wuhu 241002, Peoples R China
来源
CHIANG MAI JOURNAL OF SCIENCE | 2025年 / 52卷 / 02期
关键词
optimization strategy; machine learning; intelligent optimization algorithm; digital economy;
D O I
10.12982/CMJS.2025.017
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The significant role of the digital economy in social development has been increasingly emphasized, and its development has become a national strategic priority. To improve the precision of forecasting the index for the digital economy, a novel model based on the improved sparrow search algorithm (ISSA) is proposed. The global search performance of the sparrow search algorithm (SSA) was used to optimize the parameters of the model to address the issues of convergence accuracy and speed of the model. Additionally, aiming at rectifying deficiencies in the optimization process of SSA, we introduced a variety of optimization strategies to augment both the global search capability and convergence ability of the algorithm, consequently further improving its predictive performance and constructing a new prediction model (ISSA-BP). Finally, we employed the ISSA-BP model to predict the digital economy index in the central and eastern regions of China. The experiment results demonstrate a notable improvement in the accuracy of prediction and the speed of convergence obtained by this model, while also providing a new research approach for forecasting in the digital economy.
引用
收藏
页数:16
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