iprior: Linear Regression using I-Priors

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Provides methods to perform and analyse I-prior regression models. Estimation is mainly done via an EM algorithm, but there is flexibility in using any optimiser.

Author
Haziq Jamil [aut, cre]
Date of publication
2016-08-21 18:33:04
Maintainer
Haziq Jamil <haziq.jamil@gmail.com>
License
GPL (>= 3.0)
Version
0.6.2
URLs

View on CRAN

Man pages

datfbm
Simulated data to illustrate one-dimensional smoothing
hsb
High school and beyond dataset
hsbsmall
High school and beyond dataset
iprior
Fit an I-prior regression model
ipriorColPal
Colour palette for 'iprior' plots
ipriorOptim
Estimate an I-prior model using a combination of EM algorithm...
kernel
Reproducing kernels for the I-prior package
kernL
Load the kernel matrices of an I-prior model
logLik
Obtain the log-likelihood and deviance of an 'ipriorMod' or...
plot
Plots for 'ipriorMod' objects
pollution
Air pollution and mortality
predict
Predict for I-prior models.
progress
EM algorithm progression results for fitted 'ipriorMod'...
sigma
Obtain the standard deviation of the residuals 'sigma'
simdat
Random slopes model simulated data
slope
Recover the betas (slopes) of the regression curves

Files in this package

iprior
iprior/inst
iprior/inst/doc
iprior/inst/doc/iprior_vignette.html
iprior/inst/doc/iprior_vignette.Rmd
iprior/inst/doc/iprior_vignette.R
iprior/tests
iprior/tests/testthat.R
iprior/tests/testthat
iprior/tests/testthat/test-2kernel_loader.R
iprior/tests/testthat/Rplots.pdf
iprior/tests/testthat/test-8iprior_plot.R
iprior/tests/testthat/test-9iprior_ot.R
iprior/tests/testthat/test-7iprior_methods.R
iprior/tests/testthat/test-1kernel.R
iprior/tests/testthat/test-4high_order.R
iprior/tests/testthat/test-3kernel_loader_names.R
iprior/tests/testthat/test-5mixed_kernel.R
iprior/tests/testthat/test-6iprior.R
iprior/src
iprior/src/fastSquare.cpp
iprior/src/fastVDiag.cpp
iprior/src/eigenCpp.cpp
iprior/src/RcppExports.cpp
iprior/NAMESPACE
iprior/NEWS.md
iprior/data
iprior/data/hsb.RData
iprior/data/hsbsmall.rda
iprior/data/datfbm.RData
iprior/data/simdat.RData
iprior/data/pollution.rda
iprior/R
iprior/R/Kernel_loader.R
iprior/R/ipriorOptim.R
iprior/R/Utilities.R
iprior/R/Data.R
iprior/R/fisher.R
iprior/R/logLik.R
iprior/R/Kernel_functions.R
iprior/R/iprior.R
iprior/R/plot.R
iprior/R/predict.R
iprior/R/update.R
iprior/R/progress.R
iprior/R/slope.R
iprior/R/RcppExports.R
iprior/R/Namespace.R
iprior/R/ipriorEM.R
iprior/R/ipriorEM_helper.R
iprior/vignettes
iprior/vignettes/iprior_vignette.Rmd
iprior/README.md
iprior/MD5
iprior/build
iprior/build/vignette.rds
iprior/DESCRIPTION
iprior/man
iprior/man/datfbm.Rd
iprior/man/hsb.Rd
iprior/man/progress.Rd
iprior/man/ipriorColPal.Rd
iprior/man/logLik.Rd
iprior/man/kernel.Rd
iprior/man/kernL.Rd
iprior/man/ipriorOptim.Rd
iprior/man/predict.Rd
iprior/man/iprior.Rd
iprior/man/simdat.Rd
iprior/man/slope.Rd
iprior/man/sigma.Rd
iprior/man/pollution.Rd
iprior/man/plot.Rd
iprior/man/hsbsmall.Rd