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Model DCC-GARCH s vremenski promjenjivim parametrima×Model dinamičkih faktora×
PodručjeEkonometrijaEkonometrija
ObiteljRegression modelRegression model
Godina nastanka2002 (DCC-GARCH); TVP extension 2010s2002
TvoracRobert F. Engle (DCC-GARCH); TVP extension developed in applied finance literatureJames Stock & Mark Watson
VrstaMultivariate volatility model with time-varying correlationLatent-factor time-series model
Temeljni izvorEngle, 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 ↗Stock, J. H., & Watson, M. W. (2002). Macroeconomic forecasting using diffusion indexes. Journal of Business & Economic Statistics, 20(2), 147–162. DOI ↗
Drugi naziviTVP-DCC-GARCH, time-varying DCC-GARCH, dynamic conditional correlation GARCH with TVP, TVP dynamic conditional correlation modelDiffusion Index Model, Large-Scale Factor Model, Approximate Factor Model, Dinamik Faktör Modeli
Srodne42
SažetakThe 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.A Dynamic Factor Model (DFM) extracts a small number of latent common factors from a large panel of economic time series and uses those factors to forecast or nowcast a target variable. Formalized for macroeconomic forecasting by James Stock and Mark Watson in their 2002 Journal of Business & Economic Statistics paper, DFMs handle hundreds of indicators simultaneously while avoiding the curse of dimensionality that plagues traditional multivariate models.
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ScholarGateUsporedite metode: Time-varying parameter DCC-GARCH model · Dynamic Factor Model. Preuzeto 2026-06-17 s https://scholargate.app/hr/compare