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...

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Main Authors: Quanrui Song, Jianxu Liu, Songsak Sriboonchitta
Format: Conference Proceeding
Published: 2020
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/68093
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Institution: Chiang Mai University
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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
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