金融市场的热力学分析:测量订单簿动态与温度和
Haochen Li1, Yue Xiao1, Maria Polukarov1
1Department of Informatics, King's College London, Bush House, Strand, London WC2R 2LS, UK.
Entropy (Basel, Switzerland)
|January 22, 2024
概括
本研究介绍了热力学上的市场温度和市场,以分析比特币.
科学领域:
- 经济物理学 经济物理学
- 量化金融 量化金融
- 市场微观结构 市场微观结构
背景情况:
- 极限订单簿 (LOB) 对于理解高频交易动态至关重要.
- 传统模型往往难以捕捉加密货币市场中LOB的复杂行为.
- 热力学概念为分析金融市场提供了一个新的镜头.
研究的目的:
- 应用热力学原理来建模比特币现货市场的限量订单簿.
- 导出和验证"市场温度"和"市场"作为市场动态的指标.
- 提高对高频交易中的订单活动和参与者行为的理解.
主要方法:
- 利用比特币现货市场的高频交易数据.
- 从 LOB 的动能和潜在能量中推导出市场温度和市场.
- 与已确定的流动性和波动性指标相关的衍生指标.
主要成果:
- 市场温度与流动性指标 (主动报价量,买卖差,匹配量) 有着强烈的相关性.
- 市场率量化了LOB障碍,与瞬时的价格波动有关.
- 热力学方法为分析LOB动态提供了一个强大的框架.
结论:
- 热力学测量为市场微观结构和订单簿动态提供了新的见解.
- 市场温度和市场可以作为高频交易中的有价值指标.
- 这项研究将经济物理学框架扩展到加密货币市场的实际应用.
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