异步资产交易的战略多元化:加密货币价格波动的广义一致性分析

IF 0.6 Q4 ECONOMICS Ledger Pub Date : 2021-09-23 DOI:10.5195/ledger.2021.227
Nirvik Sinha, Yuan Yang
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引用次数: 1

摘要

加密货币价格变动之间的非线性相互作用可能引发交叉频率耦合(CFC),其中第一个时间序列中的一组频率耦合到第二个时间序列中的另一组频率。为了研究这一点,我们使用广义相干性方法来检测和量化线性(即等频耦合,IFC)和非线性相干性(CFC)以及2020年各种加密货币对日内价格变化之间的相关相位关系。利用这些信息,我们进一步评估了同步和异步交易条件下,每对小市场资本和大市场资本加密货币之间投资组合多样化相关的风险降低。虽然较小的加密货币的平均两两IFC值较低,但两两CFC值更具异质性,与市场资本规模无关。投资组合的多样化导致那些IFC较低的加密货币同步交易对的风险降低。对于异步交易条件,如果更大的市场资本加密货币以更高的频率交易,多样化几乎总是降低风险。因此,本研究中使用的新方法揭示了对控制加密货币价格趋势的复杂动态的重要见解。
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Strategic Diversification for Asynchronous Asset Trading: Insights from Generalized Coherence Analysis of Cryptocurrency Price Movements
Non-linear interactions between cryptocurrency price movements can elicit cross-frequency coupling (CFC) wherein one set of frequencies in the 1st timeseries is coupled to another set of frequencies in the 2nd timeseries. To investigate this, we use a generalized coherence approach to detect and quantify both linear (i.e., iso-frequency coupling, IFC) and non-linear coherence (CFC) and the associated phase relationships between the intra-day price changes of various pairs of cryptocurrencies for the year 2020. Using this information, we further assess the risk reduction associated with diversification of portfolios between each pair of a small market capital and a large market capital cryptocurrency, for both synchronous and asynchronous trading conditions. While mean pairwise IFC values were lower for smaller cryptocurrencies, pairwise CFC values were more heterogeneous and had no correlation with the market capital size. Diversification of portfolios resulted in reduced risk for synchronously-traded pairs of those cryptocurrencies which had low IFC. For asynchronous trading conditions, if the larger market capital cryptocurrency was traded at a higher frequency, diversification almost always reduced risk. Thus, the novel approach used in this study reveals important insights into the complex dynamics that govern the price trends of cryptocurrencies.
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来源期刊
Ledger
Ledger Economics, Econometrics and Finance-Economics, Econometrics and Finance (all)
CiteScore
2.20
自引率
0.00%
发文量
2
审稿时长
40 weeks
期刊最新文献
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