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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

  • Czech description

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

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

  • 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

  • EID of the result in the Scopus database