Huang Qingqiao, Wang Bin, Lin Jing
School of Mathematics and Statistics, Guilin University of Technology, Guilin, 541004, China.
Guangxi Colleges and Universities Key Laboratory of Applied Statistics, Guilin, 541004, China.
Heliyon. 2024 Nov 2;10(22):e40048. doi: 10.1016/j.heliyon.2024.e40048. eCollection 2024 Nov 30.
Spillover effect refers to the phenomenon that when an economic entity, industry or market encounters a change or shock, its impact is transmitted to other entities, industries or markets. In recent years, 5G, semiconductors and rare earths have successively become geopolitical battlegrounds. In this paper, sparrow search algorithm was used to optimize the parameters of variational mode decomposition (VMD), then use the optimized VMD to decompose the geopolitical risk (GPR), 5G, semiconductor and rare earth time series data, and exploit fuzzy c-means clustering algorithm to obtain low-frequency and high-frequency time series. Finally we investigated the connectedness between GPR and China's 5G, semiconductor, and rare earth industries based on TVP-VAR model in different cycles, as well as between these industries. The findings reveal that there exists risk spillover between GPR and the three industries, which is significantly enhanced under the impact of geopolitical events. In addition, there is heterogeneity in the risk spillover between GPR and these three industries in different cycles. Notably, in the short term, the GPR is the main source of risk, and in the long term, the semiconductor industry has the great impact on GPR, 5G and rare earth industries, indicating that the semiconductor industry has very important geopolitical significance.
溢出效应是指当一个经济实体、行业或市场遭遇变化或冲击时,其影响会传导至其他实体、行业或市场的现象。近年来,5G、半导体和稀土相继成为地缘政治的战场。本文利用麻雀搜索算法对变分模态分解(VMD)的参数进行优化,然后使用优化后的VMD对地缘政治风险(GPR)、5G、半导体和稀土时间序列数据进行分解,并运用模糊C均值聚类算法得到低频和高频时间序列。最后基于时变参数向量自回归(TVP-VAR)模型,研究不同周期下GPR与中国5G、半导体和稀土产业之间的关联性,以及这些产业之间的关联性。研究结果表明,GPR与这三个产业之间存在风险溢出,在地缘政治事件的影响下这种溢出效应显著增强。此外,不同周期下GPR与这三个产业之间的风险溢出存在异质性。值得注意的是,短期内,GPR是风险的主要来源,而长期来看,半导体产业对GPR、5G和稀土产业有较大影响,这表明半导体产业具有非常重要的地缘政治意义。