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Model GARCH Parameter-Variabel Masa (TVP-GARCH)×Model Volatiliti Stokastik (Heston)×
BidangEkonometrikKewangan
KeluargaRegression modelRegression model
Tahun asal1982–20131993
PengasasEngle (1982) for ARCH/GARCH foundation; extended by Creal, Koopman & Lucas (2013) and others for time-varying parameter variantsSteven L. Heston
JenisVolatility model with time-varying coefficientsContinuous-time stochastic volatility model
Sumber perintisEngle, 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 ↗
AliasTVP-GARCH, time-varying GARCH, TV-GARCH, state-space GARCHHeston model, SV model, continuous-time stochastic volatility, Stokastik Volatilite Modeli (Heston, SV)
Berkaitan55
RingkasanThe Time-Varying Parameter GARCH model extends the standard GARCH framework by allowing the conditional variance parameters — including the ARCH and GARCH coefficients — to change over time rather than remaining fixed throughout the sample. This makes it well-suited to financial and macroeconomic series where volatility dynamics evolve across different market regimes or economic episodes.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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ScholarGateBandingkan kaedah: Time-varying parameter GARCH model · Stochastic Volatility Model. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare