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Model Pekali Boleh Ubah Masa DCC-GARCH×Model Volatiliti Stokastik (Heston)×
BidangEkonometrikKewangan
KeluargaRegression modelRegression model
Tahun asal2002 (DCC-GARCH); TVP extension 2010s1993
PengasasRobert F. Engle (DCC-GARCH); TVP extension developed in applied finance literatureSteven L. Heston
JenisMultivariate volatility model with time-varying correlationContinuous-time stochastic volatility model
Sumber perintisEngle, R. (2002). Dynamic conditional correlation: A simple class of multivariate generalized autoregressive conditional heteroskedasticity models. Journal of Business and Economic Statistics, 20(3), 339-350. 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-DCC-GARCH, time-varying DCC-GARCH, dynamic conditional correlation GARCH with TVP, TVP dynamic conditional correlation modelHeston model, SV model, continuous-time stochastic volatility, Stokastik Volatilite Modeli (Heston, SV)
Berkaitan45
RingkasanThe TVP-DCC-GARCH model extends the Dynamic Conditional Correlation GARCH framework by allowing not only the pairwise correlations but also the underlying model parameters to evolve continuously over time. It captures structural shifts in volatility dynamics and cross-asset dependence, making it essential for financial risk modelling in non-stationary environments.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 DCC-GARCH model · Stochastic Volatility Model. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare