bbefkr: Bayesian bandwidth estimation and semi-metric selection for the functional kernel regression with unknown error density
Version 4.2

Estimating optimal bandwidths for the regression mean function approximated by the functional Nadaraya-Watson estimator and the error density approximated by a kernel density of residuals simultaneously in a scalar-on-function regression. As a by-product of Markov chain Monte Carlo, the optimal choice of semi-metric is selected based on largest marginal likelihood.

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AuthorHan Lin Shang
Date of publication2014-04-29 07:59:07
MaintainerHan Lin Shang <hanlin.shang@anu.edu.au>
LicenseGPL (>= 2)
Version4.2
URL https://sites.google.com/site/hanlinshangswebsite/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("bbefkr")

Man pages

bayMCMC_np_global: Bayesian bandwidth estimation for a functional nonparametric...
bayMCMC_np_local: Bayesian bandwidth estimation for a functional nonparametric...
bayMCMC_semi_global: Bayesian bandwidth estimation for a semi-functional partial...
bayMCMC_semi_local: Bayesian bandwidth estimation for a semi-functional partial...
bbefkr-package: Bayesian bandwidth estimation for the functional kernel...
error.den: Compute the probability density function and cumulative...
error.denadj: Compute the probability density function and cumulative...
funopare.kernel: Functional Nadaraya-Watson estimator
logdensity_admkr: Compute the marginal likelihood using Chib's (1995) method
loglikelihood_global_admkr: Compute the marginal likelihood using Chib's (1995) method
logpriorh2: Prior density of the squared bandwidth parameters
logpriors_admkr: Compute the marginal likelihood using Chib's (1995) method
SIF: Simulation inefficiency factor
simcurve_smooth_normerr: Simulated data set
simulate_error: Simulate errors
specurves: Spectroscopy tecator data
Xvar: Simulated real-valued predictors in the semi-functional...

Functions

SIF Man page Source code
Xvar Man page
admkr.cdf Man page
bayMCMC_np_global Man page Source code
bayMCMC_np_local Man page Source code
bayMCMC_semi_global Man page Source code
bayMCMC_semi_local Man page Source code
bbefkr Man page
bbefkr-package Man page
error.cdf Source code
error.cdfadj Man page Source code
error.den Man page Source code
error.denadj Man page Source code
fat Man page
funopare.kernel Man page Source code
logdensity_admkr Man page Source code
loglikelihood_global_admkr Man page Source code
loglikelihood_local_admkr Man page Source code
logpriorh2 Man page Source code
logpriors_admkr Man page Source code
moisture Man page
protein Man page
quadratic Source code
semimetric.deriv Source code
semimetric.pca Source code
simasyclaw Source code
simasydoubleclaw Source code
simbimodal Source code
simclaw Source code
simcurve_rough_normerr Man page
simcurve_smooth_normerr Man page
simdiscretecomb Source code
simdoubleclaw Source code
simkurtotic Source code
simoutlier Source code
simresp_np_normerr Man page
simresp_semi_normerr Man page
simsepbimodal Source code
simskewbimodal Source code
simskewunimodal Source code
simsmoothcomb Source code
simstrongskew Source code
simtrimodal Source code
simulate_error Man page Source code
specurves Man page
symsolve Source code
tau_normerr Man page
tau_semierr Man page

Files

inst
inst/CITATION
inst/doc
inst/doc/bbefkr.R
inst/doc/bbefkr.Rnw
inst/doc/bbefkr.pdf
NAMESPACE
CHANGELOG
GPL-2
data
data/tau_normerr.rda
data/protein.rda
data/Xvar.rda
data/simresp_semi_normerr.rda
data/tau_semierr.rda
data/simresp_np_normerr.rda
data/simcurve_smooth_normerr.rda
data/specurves.rda
data/moisture.rda
data/simcurve_rough_normerr.rda
data/fat.rda
R
R/error.denadj.R
R/simdiscretecomb.R
R/simskewbimodal.R
R/simbimodal.R
R/bayMCMC_np_local.R
R/simsepbimodal.R
R/simtrimodal.R
R/funopare.kernel.R
R/bayMCMC_semi_local.R
R/simulate_error.R
R/quadratic.R
R/semimetric.deriv.R
R/SIF.R
R/logdensity_admkr.R
R/error.den.R
R/simclaw.R
R/simasyclaw.R
R/error.cdfadj.R
R/bbefkr-internal.R
R/bayMCMC_np_global.R
R/loglikelihood_local_admkr.R
R/simstrongskew.R
R/simkurtotic.R
R/simasydoubleclaw.R
R/logpriors_admkr.R
R/symsolve.R
R/simsmoothcomb.R
R/simskewunimodal.R
R/simoutlier.R
R/logpriorh2.R
R/loglikelihood_global_admkr.R
R/simdoubleclaw.R
R/error.cdf.R
R/bayMCMC_semi_global.R
R/semimetric.pca.R
vignettes
vignettes/smoothcurves.pdf
vignettes/roughcurves.pdf
vignettes/spec.pdf
vignettes/Shang.bib
vignettes/bbefkr.Rnw
MD5
build
build/vignette.rds
DESCRIPTION
man
man/bayMCMC_np_local.Rd
man/SIF.Rd
man/logpriors_admkr.Rd
man/funopare.kernel.Rd
man/bayMCMC_semi_local.Rd
man/simcurve_smooth_normerr.Rd
man/bayMCMC_np_global.Rd
man/error.denadj.Rd
man/logdensity_admkr.Rd
man/simulate_error.Rd
man/loglikelihood_global_admkr.Rd
man/bayMCMC_semi_global.Rd
man/bbefkr-package.Rd
man/Xvar.Rd
man/error.den.Rd
man/logpriorh2.Rd
man/specurves.Rd
GPL-3
bbefkr documentation built on May 29, 2017, 4:15 p.m.