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Mô hình DCC-GARCH (Dynamic Conditional Correlation)×Exponential GARCH (EGARCH)×Lý thuyết Giá trị Cực biên (EVT)×
Lĩnh vựcTài chínhKinh tế lượngTài chính
HọRegression modelRegression modelRegression model
Năm ra đời200219912001
Người khởi xướngRobert F. EngleNelsonColes (textbook treatment); McNeil, Frey & Embrechts
LoạiMultivariate volatility modelConditional volatility model (asymmetric GARCH variant)Tail / extreme-event model
Công trình gốcEngle, R. (2002). Dynamic Conditional Correlation: A Simple Class of Multivariate GARCH Models. Journal of Business & Economic Statistics, 20(3), 339-350. DOI ↗Nelson, D. B. (1991). Conditional Heteroskedasticity in Asset Returns: A New Approach. Econometrica, 59(2), 347-370. DOI ↗Coles, S. (2001). An Introduction to Statistical Modeling of Extreme Values. Springer. ISBN: 978-1852334598
Tên gọi khácdynamic conditional correlation, Engle DCC, multivariate GARCH, DCC-GARCH — Dinamik Koşullu Korelasyonexponential GARCH, Nelson's EGARCH, asymmetric GARCH, EGARCH — Üstel GARCHEVT, generalized extreme value, generalized Pareto distribution, peaks over threshold
Liên quan545
Tóm tắtDCC-GARCH is Engle's (2002) multivariate volatility model that lets the correlations between several assets change over time. A separate univariate GARCH model is fitted to each series, and then the dynamic correlation matrix is estimated in a second, separate step.EGARCH is an asymmetric GARCH variant, introduced by Nelson in 1991, that models the leverage effect in which bad news raises volatility more than good news of the same size. It captures the negative-shock asymmetry of financial return series by modelling the logarithm of the conditional variance.Extreme Value Theory is a statistical framework for modelling the rare events that live in the tail of a probability distribution. As developed in Coles (2001) and applied to risk by McNeil, Frey & Embrechts (2005), it offers two standard routes: the Generalized Extreme Value (GEV) distribution for block maxima and the Generalized Pareto Distribution (GPD), used in the peaks-over-threshold approach, for exceedances above a high threshold.
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ScholarGateSo sánh phương pháp: DCC-GARCH · EGARCH · Extreme Value Theory. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare