Порівняння методів

	ARCH-модель зі структурними змінами	Модель АРХ (Авторегресивна умовна гетероскедастичність)
Галузь	Економетрика	Економетрика
Родина	Regression model	Regression model
Рік появи	1982–1990	1982
Автор методу	Engle (1982) for ARCH; Lamoureux & Lastrapes (1990) for break-adjusted variance persistence	Robert F. Engle
Тип	Volatility model with regime change	Conditional volatility model
Основоположне джерело	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.
Інші назви	ARCH with structural breaks, break-adjusted ARCH, regime-switching ARCH, SB-ARCH	ARCH, autoregressive conditional heteroskedasticity, Engle ARCH, conditional variance model
Пов'язані	5	6
Підсумок	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 ARCH model, introduced by Robert Engle in 1982, captures time-varying volatility in financial and macroeconomic time series. It models the conditional variance of today's error as a function of past squared errors, explaining why volatile periods cluster together — a phenomenon known as volatility clustering.