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经济数据统计分析及金融市场物理模型研究

批准号:
70142005
项目类别:
专项基金项目
资助金额:
2.5 万元
负责人:
汪秉宏
依托单位:
学科分类:
管理科学与工程
结题年份:
2002
批准年份:
2001
项目状态:
已结题
项目参与者:
全宏俊、罗晓曙

项目摘要

结项摘要

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中文摘要
采用诸如幂律、关联、标度、列维分布、分形布朗运动等概念对高频金融数据进行统计分析,建立能够精确描述价格变化的分布特征、记忆效应和高阶统计性质的随机过程。提出和发展基于经纪人竞争有限资源相互作用的金融市场微观型,建立可容纳市场更多真实特征的金融物理模型,研究各种模型的自适应复杂系.统行为并对其物理机制有更深刻的理解。.
英文摘要
With the support of this project,we develop money market models and test their accuracy and predictive power using available high-frequency financial data;present statistical analysis of these data using such concepts as power-law distributions,correlations,scaling,unpredictable time series,and random processes.The focus has been on different aspects of the analysed stochastic process, e.g.,the shape of the distribution of price changes,the temporal memory and the higher-order statistical properties. We try to develop the most satisfactory stochastic model describing all the features encountered in empirical analyses. We consider analogies and differences between price dynamics in a financial market and such physical processes as turbulence and ecological systems. In order to clarify the time correlation of a financial series, the "technical analysis" has been reconsidered and developed for detection of the presence of a higher-order correlation in price changes.We study adaptive complexity behavior in a variety of microscopic models in which agents are competing for limited resources,develop agent-based model of money market and seek to understand the physics of adaptive behavior of a few existing models,such as minority game, the genetic model and its variations.We propose and study a generalized version of the minority model in which agents may stay away from entering the game by imposing criteria on the accumulative success rate of the strategies.Using the generalized minority model,such factors as an inhomogeneous population of agents with different capabilities and different confident levels have been investigated. These models have also been studied within the context of the bar-attendance model proposed by W.B.Arthur.The topics studied by us are of relevance to a variety of subjects of current interests such as econophysics,evolutionary biology,social dilemmas,and resource allocation in a distributed network..
人类行为动力学及公共安全应急管理复杂系统之统计物理研究
  • 批准号:
    71874172
  • 项目类别:
    面上项目
  • 资助金额:
    48.0万元
  • 批准年份:
    2018
  • 负责人:
    汪秉宏
  • 依托单位:
人类行为时空分布特征及恐慌人群行为中的统计物理问题研究
  • 批准号:
    11275186
  • 项目类别:
    面上项目
  • 资助金额:
    80.0万元
  • 批准年份:
    2012
  • 负责人:
    汪秉宏
  • 依托单位:
非常规突发事件下恐慌群体行为分析与疏导研究
  • 批准号:
    91024026
  • 项目类别:
    重大研究计划
  • 资助金额:
    150.0万元
  • 批准年份:
    2010
  • 负责人:
    汪秉宏
  • 依托单位:
人类行为的动力学和统计力学研究
  • 批准号:
    10975126
  • 项目类别:
    面上项目
  • 资助金额:
    38.0万元
  • 批准年份:
    2009
  • 负责人:
    汪秉宏
  • 依托单位:
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