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Application and comparison of GARCH and GJR models for volatility modelling

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27510%2F13%3A86087391" target="_blank" >RIV/61989100:27510/13:86087391 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Application and comparison of GARCH and GJR models for volatility modelling

  • Original language description

    Modelling of financial time series is related to two issues, which are necessary to deal with: fat tails of probability distributions and volatility clustering. Both issues were already tackled with different approaches. At present the distributions suchas Student, normal-inverse Gaussian, variance-gamma and others are applied to model the time series of returns. On the other hand, the conditionality of variance is usually modelled by some type of model similar to the GARCH model. In this paper we assume GARCH model and its modification GJR model with both Gaussian and Student distributions for FX returns modelling. The goal of the paper is to apply these models on chosen FX time series and check the statistical significance of particular parameters as well as the assumption about the probability distribution of residuals.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    AH - Economics

  • 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

    2013

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Financial Management of Firms and Financial Institutions : 9th international scientific conference : 9th - 10th September 2013, Ostrava, Czech Republic : proceedings. [Part 1-3]

  • ISBN

    978-80-248-3172-5

  • ISSN

    2336-162X

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

    409-415

  • Publisher name

    VŠB-Technical University of Ostrava

  • Place of publication

    Ostrava

  • Event location

    Ostrava

  • Event date

    Sep 9, 2013

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article