The integration of algorithmic trading and reinforcement learning, known as AI-powered trading, has significantly impacted capital markets. This study utilizes a model of imperfect …
X Xu, S Lee, Y Tan - arXiv preprint arXiv:2309.14548, 2023 - arxiv.org
Recent academic research has extensively examined algorithmic collusion resulting from the utilization of artificial intelligence (AI)-based dynamic pricing algorithms. Nevertheless, e …
Research on the possibility of algorithmic collusion has rapidly expanded in recent years and has come to the attention of competition authorities worldwide. Claims regarding the …
U Cetin, K Larsen - Mathematics and Financial Economics, 2024 - Springer
In the dynamic discrete-time trading setting of Kyle (Econometrica 53: 1315–1336, 1985), we prove that Kyle's equilibrium model is stable when there are one or two trading times. For …
Á Cartea, P Chang, G García-Arenas - Available at SSRN, 2023 - papers.ssrn.com
This paper proposes a dynamic model of the limit order book to test if a trading algorithm will learn to spoof the order book. We derive testable conditions that are simple to implement …
Y Dai, R Zhang - Available at SSRN 4371650, 2022 - papers.ssrn.com
We apply machine learning to estimate the average daily bid-ask spread by combining classical microstructure models with widely available low-frequency (daily) data, in the US …
We study the effects of quantitative investing, an increasingly popular investment style, on financial market quality. Within a noisy REE model of strategic speculation with two informed …
Z Xu, M Zhang, W Zhao - arXiv preprint arXiv:2403.06150, 2024 - arxiv.org
As firms' pricing strategies increasingly rely on algorithms, two concerns have received much attention: algorithmic tacit collusion and price discrimination. This paper investigates …
Z Xu, W Zhao - arXiv preprint arXiv:2409.01147, 2024 - arxiv.org
Two issues of algorithmic collusion are addressed in this paper. First, we show that in a general class of symmetric games, including Prisoner's Dilemma, Bertrand competition, and …