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Research . 2016
License: CC BY
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Value-at-Risk with Application of DCC-GARCH Model

Authors: Meluzin, Tomas; Zinecker, Marek; Pietrzak, Michal Bernard; Faldzinski, Marcin; Balcerzak, Adam P.;

Value-at-Risk with Application of DCC-GARCH Model

Abstract

The article concentrates on modelling of volatility of capital markets and estimation of Value-at-Risk. The aim of the article is the description of volatility and interdependencies among three indices: WIG (Poland), DAX (Germany) and DJIA (United States). In order to measure the volatility and strength of interdependencies DCC-GARCH-In model was used, where an impact of the volatility of other markets is additionally taken into consideration during construction of the model. The conducted research for the years 2000-2012 confirmed the presence of interactions among selected capital markets. Next, the model DCC-GARCH-In was applied for evaluation of Value-at-Risk and the obtained measure was assessed with application of backtesting procedure. The results confirm that including volatility in the variance in DCC-GARCH-In model enables better assessment of VaR measure.

Keywords

backtesting, DCC-GARCH model, ddc:330, G15, value-at-risk, capital market, C58, conditional variance

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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