Evolutionary patterns of onshore and offshore Renminbi exchange rates with convexity-concavity indicators

被引:2
|
作者
Zhang, Qun [1 ,2 ,3 ]
Sornette, Didier [4 ,5 ,6 ]
Han, Liyan [7 ]
机构
[1] Guangdong Univ Foreign Studies, Sch Finance, Guangzhou, Peoples R China
[2] Guangdong Univ Foreign Studies, Southern China Inst Fortune Management Res, Guangzhou, Peoples R China
[3] Inst Financial Openness & Asset Management, Guangzhou, Peoples R China
[4] ETH Zurich Eidgenoss Tech Hsch Zurich, Dept Management Technol & Econ, Zurich, Switzerland
[5] Southern Univ Sci & Technol, Acad Adv Interdisciplinary Studies, Inst Risk Anal Predict & Management, Shenzhen, Peoples R China
[6] Univ Geneva, Swiss Finance Inst, Geneva, Switzerland
[7] Beihang Univ, Sch Econ & Management, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Offshore CNH spot market; Onshore CNY spot market; Multivariate time series; Clustering; Unsupervised learning; TIME-SERIES; COINTEGRATION; MARKETS;
D O I
10.1080/14697688.2021.1921241
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
The China-specific currency market framework of 'one currency, two markets' provides us with a unique natural experiment to investigate how the active offshore exchange rate frequently diverges from the onshore exchange rate. From an interdisciplinary perspective, we propose a methodological framework that first establishes four convexity-concavity indicators, and then employ time series clustering/segmentation techniques to explore the evolutionary patterns of the onshore and offshore Renminbi exchange rates from 2 May 2012 to 29 December 2017. The empirical results show that the methodology is able to recognize five scenarios in which the exchange rates behave in an unsupervised manner, arriving at a diagnosis of the evolutionary patterns for these two markets. The estimated inverse covariance matrices and the associated graphical representations highlight the assembled timestamps of clustering assignments and reveal time-invariant structures of the market state, with all the most relevant dependencies directly interconnected in these two markets. It also suggests that intervention operations should take into account investor attention, varying arbitrage opportunities for market participants in both markets.
引用
收藏
页码:367 / 384
页数:18
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