Modeling and forecasting exchange rate volatility in time-frequency domain
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F16%3A00456184" target="_blank" >RIV/67985556:_____/16:00456184 - isvavai.cz</a>
Alternative codes found
RIV/00216208:11230/16:10317544
Result on the web
<a href="http://dx.doi.org/10.1016/j.ejor.2015.12.010" target="_blank" >http://dx.doi.org/10.1016/j.ejor.2015.12.010</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.ejor.2015.12.010" target="_blank" >10.1016/j.ejor.2015.12.010</a>
Alternative languages
Result language
angličtina
Original language name
Modeling and forecasting exchange rate volatility in time-frequency domain
Original language description
This paper proposes an enhanced approach to modeling and forecasting volatility using high frequency data. Using a forecasting model based on Realized GARCH with multiple time-frequency decomposed realized volatility measures, we study the influence of different timescales on volatility forecasts. The decomposition of volatility into several timescales approximates the behaviour of traders at corresponding investment horizons. The proposed methodology is moreover able to account for impact of jumps due to a recently proposed jump wavelet two scale realized volatility estimator. We propose a realized Jump-GARCH models estimated in two versions using maximum likelihood as well as observation-driven estimation framework of general- ized autoregressive score. We compare forecasts using several popular realized volatility measures on foreign exchange rate futures data covering the recent financial crisis.
Czech name
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
AH - Economics
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
European Journal of Operational Research
ISSN
0377-2217
e-ISSN
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Volume of the periodical
251
Issue of the periodical within the volume
1
Country of publishing house
NL - THE KINGDOM OF THE NETHERLANDS
Number of pages
12
Pages from-to
329-340
UT code for WoS article
000369473300030
EID of the result in the Scopus database
2-s2.0-84955063029