A nonlinear time-varying copula using kink approach
© Published under licence by IOP Publishing Ltd. The structural change in copula parameter is motivates us to propose a flexible non-linear time varying copula that allows for capturing the structural change in the time varying dependence between variables. In this study, two families of Elliptical...
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th-cmuir.6653943832-591232018-09-05T04:38:48Z A nonlinear time-varying copula using kink approach Rungrapee Phadkantha Woraphon Yamaka Songsak Sriboonchitta Physics and Astronomy © Published under licence by IOP Publishing Ltd. The structural change in copula parameter is motivates us to propose a flexible non-linear time varying copula that allows for capturing the structural change in the time varying dependence between variables. In this study, two families of Elliptical copula, namely Gaussian and Student-t copulas, are considered. We conduct a simulation study to examine the performance and accuracy of the proposed model and we obtain the reliable and acceptable results. In addition, the new model is applied to explain the dependence between S&P 500 and FTSE 100 stock markets. The proposed model fits well with these datasets and shows evidence of structural change in the dependence structure overtime. Moreover, the nonlinear time varying copula outperforms the conventional linear time varying copula suggesting that our model can detect better the dependence structure of these two stock markets. 2018-09-05T04:38:48Z 2018-09-05T04:38:48Z 2018-07-26 Conference Proceeding 17426596 17426588 2-s2.0-85051400824 10.1088/1742-6596/1053/1/012126 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85051400824&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/59123 |
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Physics and Astronomy Rungrapee Phadkantha Woraphon Yamaka Songsak Sriboonchitta A nonlinear time-varying copula using kink approach |
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© Published under licence by IOP Publishing Ltd. The structural change in copula parameter is motivates us to propose a flexible non-linear time varying copula that allows for capturing the structural change in the time varying dependence between variables. In this study, two families of Elliptical copula, namely Gaussian and Student-t copulas, are considered. We conduct a simulation study to examine the performance and accuracy of the proposed model and we obtain the reliable and acceptable results. In addition, the new model is applied to explain the dependence between S&P 500 and FTSE 100 stock markets. The proposed model fits well with these datasets and shows evidence of structural change in the dependence structure overtime. Moreover, the nonlinear time varying copula outperforms the conventional linear time varying copula suggesting that our model can detect better the dependence structure of these two stock markets. |
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Conference Proceeding |
author |
Rungrapee Phadkantha Woraphon Yamaka Songsak Sriboonchitta |
author_facet |
Rungrapee Phadkantha Woraphon Yamaka Songsak Sriboonchitta |
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Rungrapee Phadkantha |
title |
A nonlinear time-varying copula using kink approach |
title_short |
A nonlinear time-varying copula using kink approach |
title_full |
A nonlinear time-varying copula using kink approach |
title_fullStr |
A nonlinear time-varying copula using kink approach |
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A nonlinear time-varying copula using kink approach |
title_sort |
nonlinear time-varying copula using kink approach |
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2018 |
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https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85051400824&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/59123 |
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