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基于已实现NGARCH模型的上证50指数的风险度量

魏正元 罗云峰 余德英 王爱法

重庆理工大学学报(自然科学版)2017,Vol.31Issue(5):180-185,6.
重庆理工大学学报(自然科学版)2017,Vol.31Issue(5):180-185,6.DOI:10.3969/j.issn.1674-8425(z).2017.05.030

基于已实现NGARCH模型的上证50指数的风险度量

Measure of Risk for SSE 50 Index Based on Realized NGARCH Model

魏正元 1罗云峰 1余德英 1王爱法1

作者信息

  • 1. 重庆理工大学 理学院, 重庆 400054
  • 折叠

摘要

Abstract

We constructs a new realized NGARCH model by introducing perturbation of leveraged parameter in the volatility equations of the realized GARCH model, which is based on the leverage effect of volatility described by the NGARCH model.Further, we analyze the dynamic VaR estimation problem of the new model.Empirical analysis about the high-frequency data of Shanghai Stock Exchange 50 index shows that the new model is more suitable than the realized GARCH model in describing the leverage effect of volatility.By using our new model, we can improve the prediction accuracy of measure of risk in a certain extent.

关键词

金融高频数据/杠杆效应/已实现NGARCH/风险度量/Kupiec失败率检验

Key words

high-frequency financial data/leverage effect/realized NGARCH/measure of risk/Kupiec proportion of failures test

分类

数理科学

引用本文复制引用

魏正元,罗云峰,余德英,王爱法..基于已实现NGARCH模型的上证50指数的风险度量[J].重庆理工大学学报(自然科学版),2017,31(5):180-185,6.

基金项目

国家统计局统计科研重点项目(2014Z25) (2014Z25)

重庆市教委科学技术研究项目(KJ1500925,KJ1600930) (KJ1500925,KJ1600930)

重庆理工大学研究生创新基金资助项目(YCX2015228) (YCX2015228)

重庆理工大学学报(自然科学版)

OA北大核心CSTPCD

1674-8425

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