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相关论文: Clustering Evolutionary Stock Market Model

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Modern evolvements of the technologies have been leading to a profound influence on the financial market. The introduction of constituents like Exchange-Traded Funds, and the wide-use of advanced technologies such as algorithmic trading,…

统计金融 · 定量金融 2021-08-20 Liao Zhu

We consider a market where many agents trade many different types of products with each other. We model development of collective modes in this market, and quantify these by fluctuations that scale with time with a Hurst exponent of about…

凝聚态物理 · 物理学 2009-10-31 Raul Donangelo , Alex Hansen , Kim Sneppen , Sergio R. Souza

Phenomena as diverse as breeding bird populations, the size of U.S. firms, money invested in mutual funds, the GDP of individual countries and the scientific output of universities all show unusual but remarkably similar growth…

物理与社会 · 物理学 2010-05-03 Yonathan Schwarzkopf , Robert L. Axtell , J. Doyne Farmer

Behavioral Finance has become a challenge to the scientific community. Based on the assumption that behavioral aspects of investors may explain some features of the Stock Market, we propose an agent based model to study quantitatively this…

综合金融 · 定量金融 2017-11-23 F. M. Stefan , A. P. F. Atman

The collective phenomena of a liquid market is characterized in terms of a particle system scenario. This physical analogy enables us to disentangle intrinsic features from purely stochastic ones. The latter are the result of environmental…

无序系统与神经网络 · 物理学 2008-12-02 G. Cuniberti , M. Porto , H. E. Roman

Large distributed multiagent systems are characterized by vast numbers of agents trying to gain access to limited resources in an unpredictable environment. Agents in these system continuously switch strategies in order to opportunistically…

adap-org · 物理学 2008-02-03 Michael Youssefmir , Bernardo Huberman

A new model for stock price fluctuations is proposed, based upon an analogy with the motion of tracers in Gaussian random fields, as used in turbulent dispersion models and in studies of transport in dynamically disordered media. Analytical…

统计力学 · 物理学 2009-11-10 James P. Gleeson

We investigate the general problem of how to model the kinematics of stock prices without considering the dynamical causes of motion. We propose a stochastic process with long-range correlated absolute returns. We find that the model is…

无序系统与神经网络 · 物理学 2008-12-02 M. Serva , U. L. Fulco , M. L. Lyra , G. M. Viswanathan

We propose a simple stochastic model of market behavior. Dividing market participants into two groups: trend-followers and fundamentalists, we derive the general form of a stochastic equation of market dynamics. The model has two…

统计力学 · 物理学 2008-12-02 Guennadi Saiko

This paper presents a realistic simulated stock market where large language models (LLMs) act as heterogeneous competing trading agents. The open-source framework incorporates a persistent order book with market and limit orders, partial…

计算金融 · 定量金融 2025-04-16 Alejandro Lopez-Lira

We present a novel agent-based approach to simulating an over-the-counter (OTC) financial market in which trades are intermediated solely by market makers and agent visibility is constrained to a network topology. Dynamics, such as changes…

计量经济学 · 经济学 2024-05-07 James T. Wilkinson , Jacob Kelter , John Chen , Uri Wilensky

We propose a model for stochastic formation of opinion clusters, modelled by an evolving network, and herd behaviour to account for the observed fat-tail distribution in returns of financial-price data. The only parameter of the model is h,…

凝聚态物理 · 物理学 2009-10-31 Victor M. Eguiluz , Martin G. Zimmermann

The financial market is nonpredictable, as according to the Bachelier, the mathematical expectation of the speculator is zero. Nevertheless, we observe in the price fluctuations the two distinct scales, short and long time. Behaviour of a…

物理与社会 · 物理学 2008-12-02 R. Wojnar

Quantum theory is used to model secondary financial markets. Contrary to stochastic descriptions, the formalism emphasizes the importance of trading in determining the value of a security. All possible realizations of investors holding…

物理与社会 · 物理学 2009-11-07 Martin Schaden

We propose a class of Markovian agent based models for the time evolution of a share price in an interactive market. The models rely on a microscopic description of a market of buyers and sellers who change their opinion about the stock…

其他凝聚态物理 · 物理学 2016-08-31 Anton Bovier , Jiri Cerny , Ostap Hryniv

A population of committees of agents that learn by using neural networks is implemented to simulate the stock market. Each committee of agents, which is regarded as a player in a game, is optimised by continually adapting the architecture…

多智能体系统 · 计算机科学 2007-05-23 T. Marwala , P. De Wilde , L. Correia , P. Mariano , R. Ribeiro , V. Abramov , N. Szirbik , J. Goossenaerts

We study how the phenomenon of contagion can take place in the network of the world's stock exchanges due to the behavioral trait "blindeness to small changes". On large scale individual, the delay in the collective response may…

综合金融 · 定量金融 2016-02-25 Lucia Bellenzier , Jørgen Vitting Andersen , Giulia Rotundo

The ultimate value of theories of the fundamental mechanisms comprising the asset price in financial systems will be reflected in the capacity of such theories to understand these systems. Although the models that explain the various states…

交易与市场微观结构 · 定量金融 2016-04-27 Kyubin Yim , Gabjin Oh , Seunghwan Kim

Relationship between agents can be conveniently represented by graphs. When these relationships have different modalities, they are better modelled by multilayer graphs where each layer is associated with one modality. Such graphs arise…

机器学习 · 统计学 2021-03-05 Guillaume Braun , Hemant Tyagi , Christophe Biernacki

We propose that the minimal requirements for a model of stock market price fluctuations should comprise time asymmetry, robustness with respect to connectivity between agents, ``bounded rationality'' and a probabilistic description. We also…

凝聚态物理 · 物理学 2007-05-23 Anders Johansen , Didier Sornette