Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach
© 2019 IOP Publishing Ltd. All rights reserved. Financial crisis in 2008 caused huge loss and one of the accusations is the misprediction of risk measurement. Considering the important role the stock markets play, and the trend of globalization in economy, we propose forecasting Value at Risk of G20...
Saved in:
Main Authors: | , , |
---|---|
Format: | Conference Proceeding |
Published: |
2020
|
Subjects: | |
Online Access: | https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85074945001&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/68093 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Chiang Mai University |
id |
th-cmuir.6653943832-68093 |
---|---|
record_format |
dspace |
spelling |
th-cmuir.6653943832-680932020-04-02T15:18:34Z Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach Quanrui Song Jianxu Liu Songsak Sriboonchitta Physics and Astronomy © 2019 IOP Publishing Ltd. All rights reserved. Financial crisis in 2008 caused huge loss and one of the accusations is the misprediction of risk measurement. Considering the important role the stock markets play, and the trend of globalization in economy, we propose forecasting Value at Risk of G20's (except European Union) stock indexes in three periods, pre-crisis, during crisis and post-crisis, via factor copula model. Unlike those models based on multivariate normality, factor copula is based on the assumption that there exists a or several common factors which lead to the change of stock prices. In this paper, different levels of dependence among 19 countries are presented and the results indicate that, during crisis countries with higher values of coefficients tend to have larger loss than others. Also, the large numbers of violations to VaR may be an indicator of the upcoming financial crisis. 2020-04-02T15:18:34Z 2020-04-02T15:18:34Z 2019-10-14 Conference Proceeding 17426596 17426588 2-s2.0-85074945001 10.1088/1742-6596/1324/1/012098 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85074945001&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/68093 |
institution |
Chiang Mai University |
building |
Chiang Mai University Library |
country |
Thailand |
collection |
CMU Intellectual Repository |
topic |
Physics and Astronomy |
spellingShingle |
Physics and Astronomy Quanrui Song Jianxu Liu Songsak Sriboonchitta Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
description |
© 2019 IOP Publishing Ltd. All rights reserved. Financial crisis in 2008 caused huge loss and one of the accusations is the misprediction of risk measurement. Considering the important role the stock markets play, and the trend of globalization in economy, we propose forecasting Value at Risk of G20's (except European Union) stock indexes in three periods, pre-crisis, during crisis and post-crisis, via factor copula model. Unlike those models based on multivariate normality, factor copula is based on the assumption that there exists a or several common factors which lead to the change of stock prices. In this paper, different levels of dependence among 19 countries are presented and the results indicate that, during crisis countries with higher values of coefficients tend to have larger loss than others. Also, the large numbers of violations to VaR may be an indicator of the upcoming financial crisis. |
format |
Conference Proceeding |
author |
Quanrui Song Jianxu Liu Songsak Sriboonchitta |
author_facet |
Quanrui Song Jianxu Liu Songsak Sriboonchitta |
author_sort |
Quanrui Song |
title |
Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
title_short |
Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
title_full |
Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
title_fullStr |
Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
title_full_unstemmed |
Risk measurement of global stock markets: A factor copula-based GJR-GARCH approach |
title_sort |
risk measurement of global stock markets: a factor copula-based gjr-garch approach |
publishDate |
2020 |
url |
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85074945001&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/68093 |
_version_ |
1681426756574117888 |