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Mô hình DCC-GARCH (Dynamic Conditional Correlation)×Mô hình ARIMA (Autoregressive Integrated Moving Average)×Lý thuyết Giá trị Cực biên (EVT)×
Lĩnh vựcTài chínhKinh tế lượngTài chính
HọRegression modelRegression modelRegression model
Năm ra đời200220152001
Người khởi xướngRobert F. EngleBox & Jenkins (Box-Jenkins methodology)Coles (textbook treatment); McNeil, Frey & Embrechts
LoạiMultivariate volatility modelUnivariate time-series modelTail / 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 ↗Box, G. E. P., Jenkins, G. M., Reinsel, G. C. & Ljung, G. M. (2015). Time Series Analysis: Forecasting and Control (5th ed.). Wiley. ISBN: 978-1118675021Coles, 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 KorelasyonBox-Jenkins model, ARIMA(p,d,q), ARIMA ModeliEVT, generalized extreme value, generalized Pareto distribution, peaks over threshold
Liên quan555
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.ARIMA is a univariate time-series forecasting model that combines autoregressive, integrated (differencing), and moving-average components to predict a single continuous series from its own past. It is the centrepiece of the Box-Jenkins methodology set out in Box, Jenkins, Reinsel & Ljung's Time Series Analysis (5th ed., 2015).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 · ARIMA · Extreme Value Theory. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare