Rock around the Clock: An Agent-Based Model of Low- and High-Frequency Trading

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info:eu-repo/semantics/altIdentifier/doi/10.1007/s00191-015-0418-4

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Giorgio Fagiolo et al., « Rock around the Clock: An Agent-Based Model of Low- and High-Frequency Trading », Archive ouverte de Sciences Po (SPIRE), ID : 10.1007/s00191-015-0418-4


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We build an agent-based model to study how the interplay between low- and high-frequency trading affects asset price dynamics. Our main goal is to investigate whether high-frequency trading exacerbates market volatility and generates flash crashes. In the model, low-frequency agents adopt trading rules based on chronological time and can switch between fundamentalist and chartist strategies. By contrast, high-frequency traders activation is event-driven and depends on price fluctuations. High-frequency traders use directional strategies to exploit market information produced by low-frequency traders. Monte-Carlo simulations reveal that the model replicates the main stylized facts of financial markets. Furthermore, we find that the presence of high-frequency traders increases market volatility and plays a fundamental role in the generation of flash crashes. The emergence of flash crashes is explained by two salient characteristics of high-frequency traders, i.e., their ability to i. generate high bid-ask spreads and ii. synchronize on the sell side of the limit order book. Finally, we find that higher rates of order cancellation by high-frequency traders increase the incidence of flash crashes but reduce their duration.

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