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Modèle DCC-GARCH à paramètres variant dans le temps×Modèle GARCH (Prévision de la volatilité)×
DomaineÉconométrieÉconométrie
FamilleRegression modelRegression model
Année d'origine2002 (DCC-GARCH); TVP extension 2010s1986
Auteur d'origineRobert F. Engle (DCC-GARCH); TVP extension developed in applied finance literatureTim Bollerslev
TypeMultivariate volatility model with time-varying correlationConditional volatility model
Source fondatriceEngle, R. (2002). Dynamic conditional correlation: A simple class of multivariate generalized autoregressive conditional heteroskedasticity models. Journal of Business and Economic Statistics, 20(3), 339-350. DOI ↗Bollerslev, T. (1986). Generalized Autoregressive Conditional Heteroskedasticity. Journal of Econometrics, 31(3), 307–327. DOI ↗
AliasTVP-DCC-GARCH, time-varying DCC-GARCH, dynamic conditional correlation GARCH with TVP, TVP dynamic conditional correlation modelGARCH, GARCH(1,1), conditional volatility model, GARCH Modeli (Oynaklık Tahmini)
Apparentées45
RésuméThe TVP-DCC-GARCH model extends the Dynamic Conditional Correlation GARCH framework by allowing not only the pairwise correlations but also the underlying model parameters to evolve continuously over time. It captures structural shifts in volatility dynamics and cross-asset dependence, making it essential for financial risk modelling in non-stationary environments.The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model, introduced by Tim Bollerslev in 1986, models the time-varying conditional variance of a financial time series. It captures volatility clustering and the ARCH effect, and is the standard tool for estimating risk and volatility in return series.
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ScholarGateComparer des méthodes: Time-varying parameter DCC-GARCH model · GARCH Model. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare