秦学志

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教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:金融与会计研究所

学科:投资学. 管理科学与工程

办公地点:经济管理学院D635

联系方式:qinxz@dlut.edu.cn

电子邮箱:qinxz@dlut.edu.cn

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基于跳辨识-MCMC组合算法的人民币汇率跳扩散模型参数估计问题

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论文类型:期刊论文

发表时间:2022-06-29

发表刊物:系统工程理论与实践

期号:12

页面范围:2165-2171

ISSN号:1000-6788

摘要:Since the returns of the CNY exchange rates present some jump features, this paper uses the jump-diffusion model to describe their sequential data. For identifying the law of jumps and solving the parameter estimation of the model, the paper proposes the mixed algorithm based on the jump identification and MCMC methods, i.e., combination of the Lee-Mykland jump identifying method and MCMC. By the simulation experiment, the error analysis shows that the mixed algorithm is superior to the simple MCMC method in estimating the parameters of the jump diffusion model. Also, empirical results sampling by the CNY/USD exchange rates of return show that the mixed algorithm can not only identify the accurate dates and laws of jumps of exchange rate returns, and the estimation validity of the model parameters improves considerably.

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