Investigation of the Dependence Structure Between Imports and Manufacturing Production Index of Thailand using Copula-Based GARCH Model
Chakorn Praprom, Songsak Sriboonchitta
Abstract
Chakorn Praprom, Songsak Sriboonchitta
Abstract
This paper aims at investigating the dependence structure betweenthe imports and the manufacturing production index of Thailand using a copula-GARCH approach. We applied skewed student-t distribution to estimate all of themarginal distributions with ARMA(1,12)-GARCH(1,1), ARMA(1,2)-GARCH(1,1)to t the manufacturing production index (MPI) and the imports of Thailand.The results of this paper suggest that the student-t copula is the most appropriatemethod to best t the tail dependences in both static and time-varying copulasbecause the AIC and the BIC of this method are the lowest when compared withthe candidates among the other types of copula.
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This paper aims at investigating the dependence structure betweenthe imports and the manufacturing production index of Thailand using a copula-GARCH approach. We applied skewed student-t distribution to estimate all of themarginal distributions with ARMA(1,12)-GARCH(1,1), ARMA(1,2)-GARCH(1,1)to t the manufacturing production index (MPI) and the imports of Thailand.The results of this paper suggest that the student-t copula is the most appropriatemethod to best t the tail dependences in both static and time-varying copulasbecause the AIC and the BIC of this method are the lowest when compared withthe candidates among the other types of copula.
Key concepts: Copula (linguistics), Autoregressive conditional heteroskedasticity, Econometrics, Mathematics, Index (typography), Statistics, Computer science, Volatility (finance)