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Testul ARCH-LM pentru clusterizarea volatilității×Testul Breusch-Pagan pentru heteroschedasticitate×GARCH Exponențial (EGARCH)×GJR-GARCH (GARCH Asimetric)×
DomeniuEconometrieEconometrieEconometrieEconometrie
FamilieRegression modelRegression modelRegression modelRegression model
Anul apariției1982197919911993
Autorul originalRobert F. EngleTrevor Breusch & Adrian PaganNelsonGlosten, Jagannathan & Runkle (1993); Zakoian (1994)
TipLagrange multiplier diagnostic test for conditional heteroscedasticityLagrange-multiplier test for heteroskedasticityConditional volatility model (asymmetric GARCH variant)Asymmetric conditional volatility model
Sursa seminalăEngle, R. F. (1982). Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation. Econometrica, 50(4), 987-1007. DOI ↗Breusch, T. S., & Pagan, A. R. (1979). A simple test for heteroscedasticity and random coefficient variation. Econometrica, 47(5), 1287–1294. DOI ↗Nelson, D. B. (1991). Conditional Heteroskedasticity in Asset Returns: A New Approach. Econometrica, 59(2), 347-370. DOI ↗Glosten, L. R., Jagannathan, R. & Runkle, D. E. (1993). On the Relation Between the Expected Value and the Volatility of the Nominal Excess Return on Stocks. The Journal of Finance, 48(5), 1779-1801. DOI ↗
Denumiri alternativeARCH-LM Testi ve Volatilite Kümelenmesi Analizi, ARCH LM test, Engle's ARCH test, test for autoregressive conditional heteroscedasticityBP test, Breusch-Pagan-Godfrey test, Lagrange multiplier test for heteroskedasticity, Breusch-Pagan değişen varyans testiexponential GARCH, Nelson's EGARCH, asymmetric GARCH, EGARCH — Üstel GARCHasymmetric GARCH, leverage GARCH, TGARCH, GJR-GARCH — Asimetrik GARCH (Glosten-Jagannathan-Runkle)
Înrudite6345
RezumatThe ARCH-LM test is Robert Engle's (1982) Lagrange multiplier diagnostic for autoregressive conditional heteroscedasticity in the residuals of a fitted time-series model. It checks whether the error variance changes over time and clusters into calm and turbulent periods, and it is the standard pre-test run before fitting a GARCH-family volatility model.The Breusch-Pagan test, introduced by Trevor Breusch and Adrian Pagan in 1979, is a Lagrange-multiplier test for heteroskedasticity — the condition where the variance of a regression's errors changes with the explanatory variables. It works by regressing the squared OLS residuals on candidate variables and checking whether they explain any of the residual variation, signalling that the constant-variance assumption is violated.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.GJR-GARCH is a variant of the GARCH conditional-volatility model that captures the asymmetric effect of negative shocks on volatility using an indicator variable. It was introduced by Glosten, Jagannathan and Runkle (1993), with a closely related threshold formulation by Zakoian (1994).
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ScholarGateCompară metode: ARCH-LM Test · Breusch-Pagan Test · EGARCH · GJR-GARCH. Preluat la 2026-06-20 de pe https://scholargate.app/ro/compare