Regression Modelling using I-Priors


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Documentation for package ‘iprior’ version 0.7.4

Help Pages

Accessors Accessor functions for 'ipriorMod' objects.
as.time Convert 'difftime' class into 'time' class
check_theta Check the structure of the hyperparameters of an I-prior model
decimal_place Cut a numeric vector to a certain number of decimal places
dec_plac Cut a numeric vector to a certain number of decimal places
deviance.ipriorKernel Obtain the log-likelihood and deviance of an I-prior model
deviance.ipriorMod Obtain the log-likelihood and deviance of an I-prior model
eigenCpp Eigen decomposition of a matrix in C++.
fastSquare Multiplying a symmetric matrix by itself in C++.
fastVDiag Computing a quadratic matrix form in C++.
fitted.ipriorMod Obtain predicted values from 'ipriorMod' objects
gen_multilevel Generate simulated data for multilevel models
gen_smooth Generate simulated data for smoothing models
get_convergence Accessor functions for 'ipriorMod' objects.
get_degree Accessor functions for 'ipriorMod' objects.
get_estl Accessor functions for 'ipriorMod' objects.
get_hurst Accessor functions for 'ipriorMod' objects.
get_hyp Accessor functions for 'ipriorMod' objects.
get_intercept Accessor functions for 'ipriorMod' objects.
get_kernels Accessor functions for 'ipriorMod' objects.
get_kern_matrix Accessor functions for 'ipriorMod' objects.
get_lambda Accessor functions for 'ipriorMod' objects.
get_lengthscale Accessor functions for 'ipriorMod' objects.
get_method Accessor functions for 'ipriorMod' objects.
get_niter Accessor functions for 'ipriorMod' objects.
get_offset Accessor functions for 'ipriorMod' objects.
get_prederror Accessor functions for 'ipriorMod' objects.
get_psi Accessor functions for 'ipriorMod' objects.
get_se Accessor functions for 'ipriorMod' objects.
get_size Accessor functions for 'ipriorMod' objects.
get_theta Accessor functions for 'ipriorMod' objects.
get_time Accessor functions for 'ipriorMod' objects.
get_y Accessor functions for 'ipriorMod' objects.
ggColPal Emulate 'ggplot2' default colour palette
gg_color_hue Emulate 'ggplot2' default colour palette
gg_colour_hue Emulate 'ggplot2' default colour palette
gg_col_hue Emulate 'ggplot2' default colour palette
hsb High school and beyond dataset
hsbsmall High school and beyond dataset
iprior Fit an I-prior regression model
iprior.default Fit an I-prior regression model
iprior.formula Fit an I-prior regression model
iprior.ipriorKernel Fit an I-prior regression model
iprior.ipriorMod Fit an I-prior regression model
ipriorColPal Emulate 'ggplot2' default colour palette
iprior_cv Perform a cross-validation experiment with the iprior function
iprior_cv.default Perform a cross-validation experiment with the iprior function
iprior_cv.formula Perform a cross-validation experiment with the iprior function
is.ipriorKernel Test 'iprior' objects
is.ipriorMod Test 'iprior' objects
is.iprior_x Test 'iprior' objects
is.kern_canonical Test kernel attributes
is.kern_fbm Test kernel attributes
is.kern_linear Test kernel attributes
is.kern_pearson Test kernel attributes
is.kern_poly Test kernel attributes
is.kern_se Test kernel attributes
is.kern_x Test kernel attributes
is.nystrom Test 'iprior' objects
kernel Reproducing kernels for the I-prior package
kernels Reproducing kernels for the I-prior package
kernL Load the kernel matrices for I-prior models
kernL.formula Load the kernel matrices for I-prior models
kern_canonical Reproducing kernels for the I-prior package
kern_fbm Reproducing kernels for the I-prior package
kern_linear Reproducing kernels for the I-prior package
kern_pearson Reproducing kernels for the I-prior package
kern_poly Reproducing kernels for the I-prior package
kern_se Reproducing kernels for the I-prior package
logLik.ipriorKernel Obtain the log-likelihood and deviance of an I-prior model
logLik.ipriorMod Obtain the log-likelihood and deviance of an I-prior model
plot.ipriorMod Plots for I-prior models
plot_fitted Plots for I-prior models
plot_fitted_multilevel Plots for I-prior models
plot_iter Plots for I-prior models
plot_ppc Plots for I-prior models
plot_resid Plots for I-prior models
pollution Air pollution and mortality
predict Obtain predicted values from 'ipriorMod' objects
predict.ipriorMod Obtain predicted values from 'ipriorMod' objects
print.ipriorMod Print and summary method for I-prior models
print.ipriorPredict Obtain predicted values from 'ipriorMod' objects
sigma Obtain the standard deviation of the residuals 'sigma'
sigma.ipriorMod Obtain the standard deviation of the residuals 'sigma'
summary.ipriorMod Print and summary method for I-prior models
tecator.cv Results of I-prior cross-validation experiment on Tecator data set
update.ipriorMod Update an I-prior model