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一种用于最优买价和卖价动态的价差门控霍克斯-群聚模型,及其在限价单放置中的应用

A Spread-Gated Hawkes-Flocking Model for Best Bid and Ask Dynamics, with an Application to Limit Order Placement

Hyoeun Lee, Kiseop Lee

arXiv 2609.36631首次发表:更新:

发表机构

University of Illinois; Purdue University(伊利诺伊大学; 普渡大学)

机构由 AI 辅助整理,请以论文原文为准。

AI 中文总结

本研究提出价差门控霍克斯-群聚模型刻画最优买卖价动态,在真实数据上验证其优势,并推导限价单最优规模的闭式解。

AI 中文摘要

我们研究了一种价差门控霍克斯-群聚模型下最优买价和卖价的联合动态。该模型追踪四种类型的最优报价变动:当价差处于一个最小跳动时,价差收窄变动被关闭;一个跨侧激发项,其激活取决于当前价差,将订单簿两侧联系起来。我们证明了该过程在任何有限时间范围内都是非爆炸的,给出了一个O(N)递归似然,并通过模拟验证了最大似然估计器。在两只大跳动股票INTC和MSFT的日内限价订单簿真实数据上,去除跨侧项的限制被拒绝,完整模型通过AIC和BIC显著改善了拟合;由于单日似然是多模态的,估计采用多起点搜索。作为一个应用,我们根据模型的下一事件概率和外部提供的执行概率,推导了在最优或次优报价处放置的单期限价单的最优规模的闭式解。

英文摘要

We study the joint dynamics of the best bid and ask prices with a spread-gated Hawkes-flocking model. The model tracks four types of best-quote movements: spread-narrowing movements are switched off when the spread is at its one-tick minimum, and a cross-side excitation term, whose activation depends on the prevailing spread, links the two sides of the book. We show that the process is non-explosive on every finite horizon, give an $O(N)$ recursive likelihood, and validate the maximum likelihood estimator by simulation. On real intraday limit order book data for two large-tick stocks, INTC and MSFT, the restriction that removes the cross-side term is rejected, and the full model improves fit substantially by AIC and BIC; the likelihood is multimodal on a single day, so estimation uses a multi-start search. As an application, we derive the closed-form optimal size of a single-period limit order placed at the best or second-best quote, given the model's next-event probabilities and externally supplied execution probabilities.

论文原文

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