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相关论文: Simulating Liquidity: Agent-Based Modeling of Illi…

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In this paper, we describe a novel agent-based approach for modelling the transaction cost of buying or selling an asset in financial markets, e.g., to liquidate a large position as a result of a margin call to meet financial obligations.…

交易与市场微观结构 · 定量金融 2025-05-22 Perukrishnen Vytelingum , Rory Baggott , Namid Stillman , Jianfei Zhang , Dingqiu Zhu , Tao Chen , Justin Lyon

The over-the-counter (OTC) government bond markets are characterised by their bilateral trading structures, which pose unique challenges to understanding and ensuring market stability and liquidity. In this paper, we develop a bespoke ABM…

交易与市场微观结构 · 定量金融 2025-01-29 Alicia Vidler , Toby Walsh

The reproduction of realistic dynamics in financial markets is of great significance, as it enhances our understanding of market evolution beyond other physical processes, and facilitates the development and backtesting of investment…

多智能体系统 · 计算机科学 2025-10-14 Tianlang He , Fengming Zhu , Keyan Lu , Chang Xu , Yang Liu , Weiqing Liu , Fangzhen Lin , S. -H. Gary Chan , Jiang Bian

We present our Agent-Based Market Microstructure Simulation (ABMMS), an Agent-Based Financial Market (ABFM) that captures much of the complexity present in the US National Market System for equities (NMS). Agent-Based models are a natural…

交易与市场微观结构 · 定量金融 2023-11-28 Colin M. Van Oort , Ethan Ratliff-Crain , Brian F. Tivnan , Safwan Wshah

This paper introduces an agent-based artificial financial market in which heterogeneous agents trade one single asset through a realistic trading mechanism for price formation. Agents are initially endowed with a finite amount of cash and a…

统计力学 · 物理学 2009-11-07 Marco Raberto , Silvano Cincotti , Sergio M. Focardi , Michele Marchesi

Exploring complex adaptive financial trading environments through multi-agent based simulation methods presents an innovative approach within the realm of quantitative finance. Despite the dominance of multi-agent reinforcement learning…

计算金融 · 定量金融 2024-05-07 Alicia Vidler , Toby Walsh

Agent-based modeling (ABM) has emerged as a powerful tool in social policy-making and socio-economics, offering a flexible and dynamic approach to understanding and simulating complex systems. While traditional analytic methods may be less…

多智能体系统 · 计算机科学 2025-04-03 Shayan Firouzian Haji

Agent-based modeling (ABM) has long been used in economics to study human behavior, and large language model (LLM) agents now enable new forms of social and economic simulation. While prior work has discovered strategic deception by LLM…

Agent Based Modelling (ABM) is a computational framework for simulating the behaviours and interactions of autonomous agents. As Agent Based Models are usually representative of complex systems, obtaining a likelihood function of the model…

人工智能 · 计算机科学 2021-07-09 D. Townsend

Agent-based models provide a constructive approach to studying emergent dynamics in life-like systems composed of interacting, adaptive agents. Financial markets serve as a canonical example of such systems, where collective price dynamics…

计算金融 · 定量金融 2026-04-28 Ryuji Hashimoto , Ryosuke Takata , Masahiro Suzuki , Yuki Tanaka , Kiyoshi Izumi

Simulations of artificial stock markets were considered as early as 1964 and multi-agent ones were introduced as early as 1989. Starting the early 90's, collaborations of economists and physicists produced increasingly realistic simulation…

多智能体系统 · 计算机科学 2007-05-23 Gilles Daniel , Lev Muchnik , Sorin Solomon

We propose a novel approach to the statistical analysis of stochastic simulation models and, especially, agent-based models (ABMs). Our main goal is to provide fully automated, model-independent and tool-supported techniques and algorithms…

综合经济学 · 经济学 2023-11-09 Andrea Vandin , Daniele Giachini , Francesco Lamperti , Francesca Chiaromonte

In macroeconomics, an emerging discussion of alternative monetary systems addresses the dimensions of systemic risk in advanced financial systems. Monetary regime changes with the aim of achieving a more sustainable financial system have…

综合经济学 · 经济学 2023-01-11 Florian Peters , Doris Neuberger , Oliver Reinhardt , Adelinde Uhrmacher

In this paper, we outline a framework for modeling utility-based blockchain-enabled economic systems using Agent Based Modeling (ABM). Our approach is to model the supply dynamics based on metrics of the cryptoeconomy. We then build…

密码学与安全 · 计算机科学 2023-07-31 Kiran Karra , Tom Mellan , Maria Silva , Juan P. Madrigal-Cianci , Axel Cubero Cortes , Zixuan Zhang

Agent Based Modeling (ABM) has become a widespread approach to model complex interactions. In this chapter after briefly summarizing some features of ABM the different approaches in modeling spatial interactions are discussed. It is…

物理与社会 · 物理学 2014-05-06 Marcel Ausloos , Herbert Dawid , Ugo Merlone

Housing markets are inherently spatial, yet many existing models fail to capture this spatial dimension. Here we introduce a new graph-based approach for incorporating a spatial component in a large-scale urban housing agent-based model…

计算金融 · 定量金融 2021-03-25 Benjamin Patrick Evans , Kirill Glavatskiy , Michael S. Harré , Mikhail Prokopenko

In this study, we developed a computational framework for simulating large-scale agent-based financial markets. Our platform supports trading multiple simultaneous assets and leverages distributed computing to scale the number and…

交易与市场微观结构 · 定量金融 2024-02-01 Aaron Wheeler , Jeffrey D. Varner

An agent-based model with interacting low frequency liquidity takers inter-mediated by high-frequency liquidity providers acting collectively as market makers can be used to provide realistic simulated price impact curves. This is possible…

交易与市场微观结构 · 定量金融 2021-08-23 Ivan Jericevich , Patrick Chang , Tim Gebbie

We introduce a novel hybrid approach that augments Agent-Based Models (ABMs) with behaviors generated by Large Language Models (LLMs) to simulate human trading interactions. We call our model TraderTalk. Leveraging LLMs trained on extensive…

交易与市场微观结构 · 定量金融 2025-02-12 Alicia Vidler , Toby Walsh

Today's research in recommender systems is largely based on experimental designs that are static in a sense that they do not consider potential longitudinal effects of providing recommendations to users. In reality, however, various…

信息检索 · 计算机科学 2021-08-26 Gediminas Adomavicius , Dietmar Jannach , Stephan Leitner , Jingjing Zhang
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