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Robustný model ARCH×Model stochastickej volatility (Heston)×
OdborEkonometriaFinancie
RodinaRegression modelRegression model
Rok vzniku2002–20081993
TvorcaEngle (1982) for ARCH; robust variants developed by Muler, Yohai, and others from the early 2000sSteven L. Heston
TypVolatility / conditional heteroscedasticity modelContinuous-time stochastic volatility model
Pôvodný zdrojEngle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007. DOI ↗Heston, S. L. (1993). A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options. Review of Financial Studies, 6(2), 327-343. DOI ↗
Ďalšie názvyrobust ARCH, outlier-robust ARCH, heavy-tailed ARCH, robust conditional volatility modelHeston model, SV model, continuous-time stochastic volatility, Stokastik Volatilite Modeli (Heston, SV)
Príbuzné65
ZhrnutieThe Robust ARCH model extends the classical Autoregressive Conditional Heteroscedasticity framework by replacing the standard maximum-likelihood estimator with robust alternatives that downweight or eliminate the influence of outliers. This makes volatility estimates resistant to extreme observations that frequently contaminate financial and macroeconomic time series.The stochastic volatility model is a continuous-time option-pricing and risk framework in which volatility follows its own random process rather than staying constant. The Heston model, introduced by Steven Heston in 1993, gives the variance a mean-reverting square-root (CIR) dynamic and yields a closed-form option price; it is the continuous-time counterpart of GARCH.
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ScholarGatePorovnať metódy: Robust ARCH model · Stochastic Volatility Model. Získané 2026-06-17 z https://scholargate.app/sk/compare