外汇市场的动荡层次结构
Giovani L Vasconcelos1, Lucas R C Ribeiro2, Antônio M S Macêdo2
1Departamento de Física, Universidade Federal do Paraná, Curitiba 81531-980, PR, Brazil.
Physical review. E
|May 17, 2024
概括
本研究介绍了外汇汇率的多尺度随机分析,揭示了货币市场的等级结构. 较大的市场表现出更复杂的信息级联,类似于流模型.
科学领域:
- 量化金融 量化金融
- 市场微观结构 市场微观结构
- 随机分析 随机分析
背景情况:
- 外汇市场表现出复杂的动态,传统模型无法完全捕捉到.
- 信息级联在货币市场行为中起着至关重要的作用.
- 现有的模型往往缺乏对市场间歇性的多尺度视角.
研究的目的:
- 应用H理论形式主义来进行外汇汇率的多尺度随机分析.
- 为了建模货币市场信息级联的等级间歇性.
- 调查市场规模和信息级联的复杂性之间的关系.
主要方法:
- 利用H理论形式主义进行多尺度随机分析.
- 检查了欧元/美元,美元/日元和英/美元的回报和波动性分布.
- 开发了一个理论框架,与流能量级联进行了类比.
主要成果:
- 在分析的货币市场中确定了时间尺度的层次结构.
- 证明较大的市场在其层次结构中拥有更多的层次.
- 建立了市场规模和信息级联层次的数量之间的相关性.
结论:
- H理论形式主义为理解金融市场中的等级间歇性提供了一个强大的框架.
- 市场规模是影响信息级流复杂性的关键因素.
- 类似流的模型为开发先进的算法交易策略提供了潜力.
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