Scalar-on-Function Regression with Measurement Error Correction

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Documentation for package ‘MECfda’ version 0.1.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.

Help Pages

basis2fun	From the summation series of a functional basis to function value
basis2fun-method	From the summation series of a functional basis to function value
bsplineSeries2fun	Compute the value of the Fourier summation series at certain points.
bsplineSeries2fun-method	Compute the value of the Fourier summation series at certain points.
bspline_basis	b-spline basis
bspline_basis-class	b-spline basis
bspline_basis_expansion	B-splines basis expansion for functional variable data
bspline_basis_expansion-method	B-splines basis expansion for functional variable data
bspline_series	b-splines summation series.
bspline_series-class	b-splines summation series.
dim-method	Extract dimensionality of functional data.
extractCoef	Method of class Fourier_series to extract Fourier coefficients
extractCoef-method	Method of class Fourier_series to extract Fourier coefficients
fc.beta	Extract the value of coefficient parameter function
fc.beta-method	Extract the value of coefficient parameter function
fcQR	Solve quantile regression models with functional covariate(s).
fcRegression	Solve linear models with functional covariate(s)
FourierSeries2fun	Compute the value of the Fourier summation series
FourierSeries2fun-method	Compute the value of the Fourier summation series
fourier_basis_expansion	Fourier basis expansion for functional variable data
fourier_basis_expansion-method	Fourier basis expansion for functional variable data
Fourier_series	s4 class of Fourier summation series
Fourier_series-class	s4 class of Fourier summation series
functional_variable	Function-valued variable data.
functional_variable-class	Function-valued variable data.
ME.fcLR_IV	Bias correction method of applying linear regression to one functional covariate with measurement error using instrumental variable.
ME.fcQR_CLS	Bias correction method of applying quantile linear regression to dataset with one functional covariate with measurement error using corrected loss score method.
ME.fcQR_IV.SIMEX	Bias correction method of applying quantile linear regression to dataset with one functional covariate with measurement error using instrumental variable.
ME.fcRegression_MEM	Use UP_MEM or MP_MEM substitution to apply (generalized) linear regression with one functional covariate with measurement error.
MECfda.data.sim.0.0	Simulated data
MECfda.data.sim.0.1	Simulated data
MECfda.data.sim.0.2	Simulated data
MECfda.data.sim.0.3	Simulated data
MECfda.data.sim.1.0	Simulated data
MECfda.data.sim.1.1	Simulated data
MECfda.data.sim.1.2	Simulated data
MECfda.data.sim.1.3	Simulated data
plot-method	Plot Fourier basis summation series.
plot-method	Plot b-splines baisi summation series.
predict.fcQR	Predicted values based on fcQR object
predict.fcRegression	Predicted values based on fcRegression object