So sánh phương pháp

	Mô hình ARCH với Đứt gãy Cấu trúc	Mô hình EGARCH (Exponential GARCH)
Lĩnh vực	Kinh tế lượng	Kinh tế lượng
Họ	Regression model	Regression model
Năm ra đời	1982–1990	1991
Người khởi xướng	Engle (1982) for ARCH; Lamoureux & Lastrapes (1990) for break-adjusted variance persistence	Daniel B. Nelson
Loại	Volatility model with regime change	Volatility / conditional variance model
Công trình gốc	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.	Nelson, D. B. (1991). Conditional heteroskedasticity in asset returns: A new approach. Econometrica, 59(2), 347–370.
Tên gọi khác	ARCH with structural breaks, break-adjusted ARCH, regime-switching ARCH, SB-ARCH	Exponential GARCH, EGARCH, Nelson EGARCH, log-GARCH
Liên quan	5	6
Tóm tắt	The Structural Break ARCH model extends Engle's (1982) Autoregressive Conditional Heteroscedasticity framework by explicitly accounting for abrupt, permanent shifts in the conditional variance process. Ignoring structural breaks in variance causes ARCH parameters to appear spuriously persistent, so incorporating break dummies or regime-specific parameters yields more accurate volatility estimates and better model fit.	The Exponential GARCH (EGARCH) model, introduced by Nelson (1991), extends the standard GARCH framework by modelling the logarithm of conditional variance. This ensures variance is always positive without parameter constraints and, crucially, allows negative and positive shocks to have asymmetric effects on volatility — capturing the well-known leverage effect in financial markets.