Application of GARCH-Copula Model in Portfolio Optimization
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27510%2F15%3A86094574" target="_blank" >RIV/61989100:27510/15:86094574 - isvavai.cz</a>
Result on the web
<a href="http://fai.econ.muni.cz/2015/2/63" target="_blank" >http://fai.econ.muni.cz/2015/2/63</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.5817/FAI2015-2-1" target="_blank" >10.5817/FAI2015-2-1</a>
Alternative languages
Result language
angličtina
Original language name
Application of GARCH-Copula Model in Portfolio Optimization
Original language description
Although the cornerstone of modern portfolio theory was set by Markowitz in 1952, the portfolio optimization problem is a never-ending research topic for both academics and practitioners. In this problem the future prediction of time series evolution plays an important role. However, it is rarely addressed in research. In the paper we analyze the applicability of the GARCH-copula model. To be more concrete we assume the investor maximizing Sharpe ratio while the future evolution of the time series is simulated by means of the AR(1)-GARCH(1,1) model using the copula modelling approach. The bootstrapping technique is applied as a benchmark. From the empirical results we found out that the GARCH-copula model provides better forecasts of future financial time series evolution than the bootstrapping method. Assuming the investor is maximizing the Sharpe ratio, both the final wealth increases and maximum drawdown decreases when we apply the GARCH-copula model compared to the application of b
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
AE - Management, administration and clerical work
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
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Financial Assets and Investing
ISSN
1804-5081
e-ISSN
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Volume of the periodical
6
Issue of the periodical within the volume
2
Country of publishing house
CZ - CZECH REPUBLIC
Number of pages
14
Pages from-to
7-20
UT code for WoS article
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EID of the result in the Scopus database
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