Regression methods with time-varying coefficients

Main functions for semiparametric regression with time-varying coefficients.

tvReg-package

tvReg: Time-Varying Coefficient for Single and Multi-Equation Regressions

tvLM()

Time-Varying Coefficients Linear Models

tvAR()

Time-Varying Autoregressive Model

tvOLS()

Time-Varying Ordinary Least Squares

tvSURE()

Time-Varying Seemingly Unrelated Regression Equations Model

tvCov()

Time-varying Variance-Covariance Estimation

tvGLS()

Time-Varying Generalised Least Squares

tvVAR()

Time-varying Vector Autoregressive Models

tvIRF()

Time-Varying Impulse Response Function

tvPLM()

Time-Varying Coefficients Panel Data Models

tvFE()

Time-Varying Fixed Effects Estimation

tvRE()

Time-Varying Random Effects Estimation

Bandwidth selection

Cross-validation methods for bandwidth selection.

bw()

Bandwidth Selection by Cross-Validation

bwCov()

Covariance Bandwidth Calculation by Cross-Validation bwCov calculates a single bandwidth to estimate the time-varying variance- covariance matrix.

Results output

Plot, summary and print methods.

plot(<tvsure>) plot(<tvlm>) plot(<tvar>) plot(<tvplm>) plot(<tvvar>) plot(<tvirf>)

Plot Methods for Objects in tvReg

print(<tvlm>) print(<tvar>) print(<tvplm>) print(<tvsure>) print(<tvvar>) print(<tvirf>)

Print results of functions in tvReg

summary(<tvlm>) summary(<tvar>) summary(<tvplm>) summary(<tvsure>) summary(<tvvar>) summary(<tvirf>)

Print results of functions in tvReg

Data sets

Data sets included in the package.

CEES

Standarised rates from a currency portfolio.

FF5F

Fama and French portfolio daily returns and factors for international markets.

RV

Daily realized variance

OECD

Variables related to the problem of healthcare spending.

Utilities

Utilities for tvReg objects.

confint(<tvlm>) confint(<tvar>) confint(<tvsure>) confint(<tvvar>) confint(<tvirf>) confint(<tvplm>)

Confidence Intervals for Objects in tvReg

predict(<tvlm>) predict(<tvar>) predict(<tvvar>) predict(<tvsure>) predict(<tvplm>)

Predict Methods for Objects in tvReg.

forecast()

Forecast Methods for Objects in tvReg.

tvAcoef()

Time-Varying Coefficient Arrays of the Lagged Endogenous Variables of a TVVAR (no intercept).

tvBcoef()

Coefficient Array of an Estimated tvVAR

tvPhi()

Time-Varying Coefficient Arrays of the MA Represention

tvPsi()

Time-Varying Coefficient Arrays of the Orthogonalised MA Represention

update(<tvlm>) update(<tvar>) update(<tvvar>) update(<tvsure>) update(<tvplm>)

Update and Re-fit the Models of package tvReg