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央行"言行"偏差与金融市场间长期动态相关性——基于混频DCC-MIDAS模型

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运用自然语言处理方法构建央行政策操作偏离指数来衡量央行"言行"偏差的程度,并基于混频DCC-MI-DAS模型对金融市场间长期动态相关性展开研究.实证结果如下:央行政策操作偏离指数对债券市场收益率波动产生负向影响,其影响主要来源于意外的货币政策紧缩;对股票市场、外汇市场收益率波动具有非对称性影响.针对金融市场间长期动态相关性影响,央行政策操作偏离指数负向影响债券-外汇市场间的长期相关性,尤其对于国债与外汇市场的长期相关性的影响更为显著;对于股票-外汇市场的长期动态相关性,央行政策操作偏离指数对其具有显著的正向影响,其影响主要来源于央行正向的"言行"偏差;央行政策操作偏离指数对于股票-债券市场的长期相关性影响不显著.
The Central Bank's "Words and Deeds" Deviation and the Long-Term Dynamic Correlation Between Financial Market Research:Based on the Mixed-Frequency DCC-MIDAS Model
This paper uses the natural language processing method to construct the deviation index of the central bank's policy operation to measure the degree of the deviation of the central bank's"words and deeds",and then studies the long-term dynamic correlation between financial market based on the mixed-frequency DCC-MIDAS model.The empirical results are as follows:the deviation of the central bank's policy operation index hurts the volatility of bond market yields,and its impact mainly comes from the unexpected mone-tary policy tightening.The stock market,and foreign exchange market return volatility have an asymmetric impact.For the correlation between financial markets,the deviation index of central bank policy operation has a significant negative impact on the long-term corre-lation between bond and foreign exchange market,especially the long-term correlation between national debt and foreign exchange mar-ket;for the long-term dynamic correlation of the stock-foreign exchange market,the deviation index of the central bank's policy opera-tion has a significant positive impact on it,which mainly comes from the positive"words and deeds"deviation of the central bank;the deviation index of central bank policy operation has no significant influence on the long-term correlation of the stock-bond market.

central bank communicationdeviation indexmarket relevanceDCC-MIDAS model

张旭、杨华莲

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南京信息工程大学 管理工程学院,江苏 南京 210044

央行沟通 偏离指数 市场关联 DCC-MIDAS模型

江苏省社会科学基金青年项目教育部人文社会科学研究青年基金国家自然科学基金

20EYC01118YJC79022671903097

2024

经济与管理
河北经贸大学

经济与管理

CHSSCD北大核心
影响因子:1.189
ISSN:1003-3890
年,卷(期):2024.38(1)
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