Asynchronous Deep Double Dueling Q-learning for trading-signal execution in limit order book markets

We employ deep reinforcement learning (RL) to train an agent to successfully translate a high-frequency trading signal into a trading strategy that places individual limit orders. Based on the ABIDES limit order book simulator, we build a reinforcement learning OpenAI gym environment and utilize it...

Full description

Bibliographic Details
Main Authors: Peer Nagy, Jan-Peter Calliess, Stefan Zohren
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-09-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2023.1151003/full