Machine learning and speed in high-frequency trading

J Arifovic, X He, L Wei - Journal of Economic Dynamics and Control, 2022 - Elsevier
The creative destruction wrought by high-frequency algorithmic trading has raised
increasing concerns about the effect of machine learning behaviors and ultra high-frequency …

Reinforcement learning and rational expectations equilibrium in limit order markets

X Zhou, S Lin, XZ He - Journal of Economic Dynamics and Control, 2024 - Elsevier
This paper shows that simple payoff-based reinforcement learning can help to achieve
rational expectations equilibrium in limit order markets. In equilibrium, speculators mainly …

Reinforcement learning equilibrium in limit order markets

XZ He, S Lin - Journal of Economic Dynamics and Control, 2022 - Elsevier
This paper introduces an information-based reinforcement learning to exploit information
channels to traders' trading behavior in an equilibrium limit order market. Anticipating that …

Machine Learning and Speed in High-Frequency Trading

J Arifovic, X He, L Wei - Available at SSRN 3866371, 2021 - papers.ssrn.com
The creative destruction wrought by high-frequency algorithmic tradinghas raised increasing
concerns about the eect of machine learning behaviorsand ultra high-frequency trading in …

A multifactor regime-switching model for inter-trade durations in the limit order market

Z Li, H Xing, X Chen - arXiv preprint arXiv:1912.00764, 2019 - arxiv.org
This paper studies inter-trade durations in the NASDAQ limit order market and finds that inter-
trade durations in ultra-high frequency have two modes. One mode is to the order of …