基于时变系数线性回归的单方程和多方程

Isabel Casas, R. Fernández-Casal
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引用次数: 19

摘要

包tvReg的源代码可以从综合R档案网络上公开下载。该包中的五个基本函数是tvLM、tvAR、tvSURE、tvPLM、tvVAR和tvIRF,涵盖了大范围的时变系数半参数模型。此外,该软件包还提供了结果的图形显示、残差和拟合值的提取、带宽选择、误差项时变方差-协方差矩阵的非参数估计方法,以及四种估计方法:tvOLS实现的时变普通最小二乘法、tvGLS实现的时变广义最小二乘法、tvRE实现的时变随机效应和tvFE方法实现的时变固定效应。风险管理、投资组合管理、资产管理和货币政策的应用程序被用作这些功能使用的示例。
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tvReg: Time-varying Coefficient Linear Regression for Single and Multi-Equations in R
The source code of the package tvReg is publicly available for download from the Comprehensive R Archive Network. The five basic functions in this package are the tvLM, tvAR, tvSURE, tvPLM, tvVAR and tvIRF, which cover a large range of semiparametric models with time-varying coefficients. Moreover, this package provides methods for the graphical display of results, extraction of the residuals and fitted values, bandwidth selection, nonparametric estimation of the time-varying variance-covariance matrix of the error term, and four estimation procedures: the time-varying ordinary least squares implemented in the tvOLS, the time-varying generalised least squares in the tvGLS, the time-varying random effects in the tvRE and the time-varying fixed effects in the tvFE method. Applications to risk management, portfolio management, asset management and monetary policy are used as examples of these functions usage.
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