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The Application of VaR Method Based on the MS-GARCH Model in Securities Asset Management Market

Abstract

近几年来,我国券商资产管理业务取得了突飞猛进的发展,然而相应的风险管理学术研究较少。为了研究券商资管市场的风险管理VaR方法,本文选取股票型券商理财指数作为数据处理对象,假定模型的扰动项分别服从正态分布、t分布、广义误差分布、偏t分布、偏广义误差分布,采用单一状态GARCH族模型(GARCH模型、EGARCH模型、GJR-GARCH模型、APARCH模型)对数据进行建模。之后,文章在GARCH模型中引入马尔可夫状态转换过程,构建MS-GARCH模型,建模结果显示券商资管市场存在明显的高波动和低波动两种状态,且处于低波动状态的持续时间更长。通过与单一状态GARCH族模型进行对比,发现MS-GAR...In recent years, securities asset management market experienced rapid growth, however, related academic research is deficient. Therefore, this paper studied VaR method based on MS-GARCH model empirically on securities asset management market. First, we constructed one single state GARCH models, that is, GARCH model, EGARCH model, GJR-GARCH model and APARCH model, with normal distribution, t distri...学位:应用统计硕士院系专业:经济学院_应用统计硕士学号:1542013115204

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