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Linganisha mbinu

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Regresheni ya Kuantili-juu-ya-Kuantili (QQ)×Mchambuko wa DCC-GARCH (Dynamic Conditional Correlation)×
NyanjaEkonometrikiEkonometriki
FamiliaRegression modelRegression model
Mwaka wa asili20152002
MwanzilishiSim and ZhouRobert F. Engle
AinaNonparametric quantile regressionMultivariate volatility model
Chanzo asiliaSim, N., & Zhou, H. (2015). Oil prices, US stock return, and the dependence between their quantiles. Journal of Banking and Finance, 55, 1-8. DOI ↗Engle, R. F. (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 ↗
Majina mbadalaQQ regression, QQ approach, quantile-on-quantile approach, nonparametric quantile regressionDCC-GARCH, Dynamic Conditional Correlation GARCH, Engle DCC model, multivariate DCC
Zinazohusiana65
MuhtasariQuantile-on-quantile regression is a nonparametric technique that estimates how the quantiles of one variable depend on the quantiles of another. By combining standard quantile regression with local linear smoothing, it produces a full two-dimensional surface of slope coefficients indexed by both the quantile of the outcome and the quantile of the predictor, revealing heterogeneous and asymmetric dependency structures invisible to standard regression.The DCC-GARCH model, introduced by Engle (2002), extends univariate GARCH to capture time-varying correlations between multiple financial time series. It decomposes the multivariate conditional covariance matrix into individual volatility processes and a dynamic correlation matrix, allowing correlations to fluctuate over time while remaining computationally tractable even with many series.
ScholarGateSeti ya data
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  1. v1
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  3. PUBLISHED

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ScholarGateLinganisha mbinu: Quantile-on-Quantile Regression · DCC-GARCH model. Imepatikana 2026-06-18 kutoka https://scholargate.app/sw/compare