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分位数-分位数(QQ)回归×向量自回归 (VAR)×
领域计量经济学计量经济学
方法族Regression modelRegression model
起源年份20151980
提出者Sim and ZhouChristopher A. Sims
类型Nonparametric quantile regressionMultivariate time-series model
开创性文献Sim, N., & Zhou, H. (2015). Oil prices, US stock return, and the dependence between their quantiles. Journal of Banking and Finance, 55, 1-8. DOI ↗Sims, C. A. (1980). Macroeconomics and Reality. Econometrica, 48(1), 1–48. DOI ↗
别名QQ regression, QQ approach, quantile-on-quantile approach, nonparametric quantile regressionVAR, VAR model, vector autoregressive model, multivariate autoregression
相关65
摘要Quantile-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.Vector Autoregression is a multivariate time-series model in which each variable is regressed on its own lags and the lags of all other variables in the system. Originally proposed by Sims (1980) as a data-driven alternative to large structural macroeconomic models, VAR has become the standard workhorse for dynamic analysis in empirical economics and finance.
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ScholarGate方法对比: Quantile-on-Quantile Regression · Vector Autoregression. 于 2026-06-17 检索自 https://scholargate.app/zh/compare