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Analyzing the Stock Volatility Spillovers in Chinese Financial and Economic Sectors | |
Li, Jingyu1; Cheng, Lu1; Zheng, Xiaolong2,3; Wang, Fei-Yue2,3 | |
发表期刊 | IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS |
ISSN | 2329-924X |
2023-02-01 | |
卷号 | 10期号:1页码:269-284 |
通讯作者 | Zheng, Xiaolong(xiaolong.zheng@ia.ac.cn) |
摘要 | By regarding the Chinese financial and economic sectors as a system, this article studies the stock volatility spillover in the system and explores its effects on the overall performance of the macroeconomy in China. The recent outbreak of COVID-19, U.S.-China trade friction, and three historical financial turbulences are involved to distinguish the changes in the spillover in these distinct crises, which has seldom been unveiled in the literature. By considering that the stock volatility spillover may vary over distinct timescales, the spillovers are disclosed through innovatively constructing the multi-scale spillover networks, followed by connectedness computation, based on variational mode decomposition (VMD) and generalized vector autoregression (GVAR) process. Our empirical analysis first demonstrates the different levels of increases in the total sectoral volatility spillover and changes in the roles of the sectors in the system under the aforementioned crises. Besides, the increases in the sectoral spillover in the long-term are verified to negatively impact the macroeconomy and can thereby act as warning signals. |
关键词 | COVID-19 financial and economic system network analysis stock volatility spillover variational mode decomposition (VMD) |
DOI | 10.1109/TCSS.2021.3134487 |
关键词[WOS] | EMPIRICAL MODE DECOMPOSITION ; IMPULSE-RESPONSE ANALYSIS ; SYSTEMIC RISK ; BUSINESS CYCLES ; CONNECTEDNESS ; MARKET ; MACROECONOMY ; INFORMATION ; PREDICTION ; EFFICIENCY |
收录类别 | SCI |
语种 | 英语 |
资助项目 | State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences ; China Postdoctoral Science Foundation[2020M680281] ; Ministry of Science and Technology of China[2020AAA0108401] ; Ministry of Science and Technology of China[2019QY(Y)0101] |
项目资助者 | State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences ; China Postdoctoral Science Foundation ; Ministry of Science and Technology of China |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Cybernetics ; Computer Science, Information Systems |
WOS记录号 | WOS:000930687100024 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/53234 |
专题 | 多模态人工智能系统全国重点实验室 |
通讯作者 | Zheng, Xiaolong |
作者单位 | 1.Beijing Univ Technol, Sch Econ & Management, Beijing 100124, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100190, Peoples R China |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Li, Jingyu,Cheng, Lu,Zheng, Xiaolong,et al. Analyzing the Stock Volatility Spillovers in Chinese Financial and Economic Sectors[J]. IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,2023,10(1):269-284. |
APA | Li, Jingyu,Cheng, Lu,Zheng, Xiaolong,&Wang, Fei-Yue.(2023).Analyzing the Stock Volatility Spillovers in Chinese Financial and Economic Sectors.IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,10(1),269-284. |
MLA | Li, Jingyu,et al."Analyzing the Stock Volatility Spillovers in Chinese Financial and Economic Sectors".IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS 10.1(2023):269-284. |
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