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相关论文: Predictability of Shanghai Stock Market by Agent-b…

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This study presents an agent-based computational cross-market model for Chinese equity market structure, which includes both stocks and CSI 300 index futures. In this model, we design several stocks and one index futures to simulate this…

交易与市场微观结构 · 定量金融 2014-04-17 Hai-Chuan Xu , Wei Zhang , Xiong Xiong , Wei-Xing Zhou

This paper reports the effort of deducing the initial strategy distributions of agents in mix-game model which is used to predict a real financial time series generated from a target financial market. Using mix-game to predict Shanghai…

物理与社会 · 物理学 2009-11-11 Chengling Gou

We report on a technique based on multi-agent games which has potential use in the prediction of future movements of financial time-series. A third-party game is trained on a black-box time-series, and is then run into the future to extract…

无序系统与神经网络 · 物理学 2009-11-07 N. F. Johnson , D. Lamper , P. Jefferies , M. L. Hart , S. Howison

Designing a financial market that works well is very important for developing and maintaining an advanced economy, but is not easy because changing detailed rules, even ones that seem trivial, sometimes causes unexpected large impacts and…

交易与市场微观结构 · 定量金融 2021-01-08 Takanobu Mizuta

Agent-based modeling is a powerful simulation technique to understand the collective behavior and microscopic interaction in complex financial systems. Recently, the concept for determining the key parameters of the agent-based models from…

统计金融 · 定量金融 2017-03-21 T. T. Chen , B. Zheng , Y. Li , X. F. Jiang

This paper initiates a study into the century-old issue of market predictability from the perspective of computational complexity. We develop a simple agent-based model for a stock market where the agents are traders equipped with simple…

计算工程、金融与科学 · 计算机科学 2007-05-23 James Aspnes , David F. Fischer , Michael J. Fischer , Ming-Yang Kao , Alok Kumar

Predicting the prices of stocks at any stock market remains a quest for many investors and researchers. Those who trade at the stock market tend to use technical, fundamental or time series analysis in their predictions. These methods…

机器学习 · 计算机科学 2016-09-20 Barack Wamkaya Wanjawa

We discuss the theoretical machinery involved in predicting financial market movements using an artificial market model which has been trained on real financial data. This approach to market prediction - in particular, forecasting financial…

物理与社会 · 物理学 2007-05-23 Nachi Gupta , Raphael Hauser , Neil F. Johnson

This research evaluates the performance of an Artificial Neural Network based prediction system that was employed on the Shanghai Stock Exchange for the period 21-Sep-2016 to 11-Oct-2016. It is a follow-up to a previous paper in which the…

统计金融 · 定量金融 2016-12-09 Barack Wamkaya Wanjawa

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

The paper gives picture of enrichment to economic and financial system analysis using agent-based models as a form of advanced study for financial economic data post-statistical-data analysis and micro-simulation analysis. Theoretical…

适应与自组织系统 · 物理学 2008-12-02 Hokky Situngkir , Yohanes Surya

In this work the system of agents is applied to establish a model of the nonlinear distributed signal processing. The evolution of the system of the agents - by the prediction time scale diversified trend followers, has been studied for the…

统计金融 · 定量金融 2011-10-13 Tomáš Tokár , Denis Horváth , Michal Hnatich

Simultaneous reproduction of all financial stylized facts is so difficult that most existing stochastic process-based and agent-based models are unable to achieve the goal. In this study, by extending the decision-making structure of…

统计金融 · 定量金融 2019-05-22 Kei Katahira , Yu Chen , Gaku Hashimoto , Hiroshi Okuda

We describe a new model to simulate the dynamic interactions between market price and the decisions of two different kind of traders. They possess spatial mobility allowing to group together to form coalitions. Each coalition follows a…

统计力学 · 物理学 2009-10-31 Filippo Castiglione

In this paper we seek to demonstrate the predictability of stock market returns and explain the nature of this return predictability. To this end, we introduce investors with different investment horizons into the news-driven, analytic,…

综合金融 · 定量金融 2016-03-30 Dimitri Kroujiline , Maxim Gusev , Dmitry Ushanov , Sergey V. Sharov , Boris Govorkov

We propose a dynamic model of a prediction market in which agents predict the values of a sequence of random vectors. The main result shows that if there are agents who make correct (or asymptotically correct) next-period forecasts, then…

概率论 · 数学 2024-02-27 Nina Badulina , Dmitry Shatilovich , Mikhail Zhitlukhin

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

Stock correlations is crucial to asset pricing, investor decision-making, and financial risk regulations. However, microscopic explanation based on agent-based modeling is still lacking. We here propose a model derived from minority game…

计算金融 · 定量金融 2018-03-26 Ming-Yuan Yang , Sai-Ping Li , Li-Xin Zhong , Fei Ren

In this article, we established a stock market model based on agents' investing mentality. The agents decide whether to purchase the shares at the probability, according to their anticipation of the market's behaviors. The expectation of…

统计力学 · 物理学 2016-08-31 Pei-Ling Zhou , Zi-Nan Tang , Tao Zhou , Jing-Ting Wang , Chun-Xia Yang

We present a new model for prediction markets, in which we use risk measures to model agents and introduce a market maker to describe the trading process. This specific choice on modelling tools brings us mathematical convenience. The…

计算机科学与博弈论 · 计算机科学 2014-03-05 Jinli Hu , Amos Storkey
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