ibr: Iterative Bias Reduction

Multivariate smoothing using iterative bias reduction with kernel, thin plate splines, Duchon splines or low rank splines.

Author
Pierre-Andre Cornillon, Nicolas Hengartner, Eric Matzner-Lober
Date of publication
2016-01-26 22:33:37
Maintainer
"Pierre-Andre Cornillon" <pierre-andre.cornillon@univ-rennes2.fr>
License
GPL (>= 2)
Version
2.0-2

View on CRAN

Man pages

AIC.ibr
Summarizing iterative bias reduction fits
betaA
Calculates coefficients for iterative bias reduction...
betaS1
Coefficients for iterative bias reduction method.
betaS1lr
Coefficients for iterative bias reduction method.
BIC.ibr
Information Criterion for ibr
bwchoice
Choice of bandwidth achieving a prescribed effective degree...
calcA
Decomposition of the kernel smoother
cvobs
Selection of the number of iterations for iterative bias...
departnoyau
Trace of the product kernel smoother
dssmoother
Evaluate the smoothing matrix, the radial basis matrix, the...
dsSx
Evaluate the smoothing matrix at any point
DuchonQ
Computes the semi-kernel of Duchon splines
DuchonS
Computes the semi-kernel of Duchon splines
fittedA
Evaluates the fits for iterative bias reduction method
fittedS1
Evaluate the fit for iterative bias reduction model
fittedS1lr
Evaluate the fit for iterative bias reduction model
forward
Iterative bias reduction smoothing
ibr
Iterative bias reduction smoothing
ibr.fit
Iterative bias reduction smoothing
ibr-package
Iterative Bias Reduction
iterchoiceA
Selection of the number of iterations for iterative bias...
iterchoiceAcv
Selection of the number of iterations for iterative bias...
iterchoiceAcve
Selection of the number of iterations for iterative bias...
iterchoiceAe
Selection of the number of iterations for iterative bias...
iterchoiceS1
Number of iterations selection for iterative bias reduction...
iterchoiceS1cv
Selection of the number of iterations for iterative bias...
iterchoiceS1cve
Selection of the number of iterations for iterative bias...
iterchoiceS1e
Number of iterations selection for iterative bias reduction...
iterchoiceS1lrcv
Selection of the number of iterations for iterative bias...
iterchoiceS1lrcve
Selection of the number of iterations for iterative bias...
kernel
Kernel evaluation
kernelSx
Evaluates the smoothing matrix at x*
lambdachoice
Choice of bandwidth according to a given effective degree of...
lambdachoicelr
Choice of bandwidth according to a given effective degree of...
lrsmoother
Evaluate the lowrank spline
npregress
Local polynomials smoothing
ozone
Los Angeles ozone pollution data, 1976.
plot.forwardibr
Plot diagnostic for an ibr object
plot.ibr
Plot diagnostic for an ibr object
poids
Product kernel evaluation
predict.ibr
Predicted values using iterative bias reduction smoothers
predict.npregress
Predicted values using using local polynomials
print.summary.ibr
Printing iterative bias reduction summaries
print.summary.npregress
Printing iterative bias reduction summaries
summary.ibr
Summarizing iterative bias reduction fits
summary.npregress
Summarizing local polynomial fits
sumvalpr
Sum of a geometric series
tracekernel
Trace of product kernel smoother

Files in this package

ibr
ibr/tests
ibr/tests/testthat.R
ibr/tests/testthat
ibr/tests/testthat/reslrds.rda
ibr/tests/testthat/presds.rda
ibr/tests/testthat/presk.rda
ibr/tests/testthat/test_dim5.R
ibr/tests/testthat/resds.rda
ibr/tests/testthat/prestps.rda
ibr/tests/testthat/pres.rda
ibr/tests/testthat/resk.rda
ibr/tests/testthat/test_dim2.R
ibr/tests/testthat/restps.rda
ibr/tests/testthat/reslrtps.rda
ibr/tests/testthat/res.rda
ibr/src
ibr/src/Makevars
ibr/src/polynomlocaux.c
ibr/src/dssplines.c
ibr/src/ibr.c
ibr/src/regression.c
ibr/NAMESPACE
ibr/data
ibr/data/ozone.rda
ibr/R
ibr/R/print.npregress.R
ibr/R/departnoyau.r
ibr/R/predict.ibr.R
ibr/R/lrsmoother.R
ibr/R/print.summary.ibr.R
ibr/R/bwchoice.R
ibr/R/residuals.ibr.R
ibr/R/forward.R
ibr/R/predict.npregress.R
ibr/R/iterchoiceAcve.R
ibr/R/AIC.ibr.R
ibr/R/fittedS1lr.R
ibr/R/dsSx.R
ibr/R/npregress.R
ibr/R/ibr.fit.R
ibr/R/iterchoiceS1lrcve.R
ibr/R/iterchoiceS1lrcv.R
ibr/R/betaS1lr.R
ibr/R/calcA.R
ibr/R/dssplines.R
ibr/R/dssmoother.R
ibr/R/plot.forwardibr.R
ibr/R/GCV.ibr.R
ibr/R/betaA.R
ibr/R/fittedA.R
ibr/R/summary.ibr.R
ibr/R/plot.ibr.R
ibr/R/print.ibr.R
ibr/R/iterchoiceAcv.R
ibr/R/summary.npregress.R
ibr/R/ibr.R
ibr/R/kernel.R
ibr/R/print.summary.npregress.R
ibr/R/iterchoiceS1cv.R
ibr/R/kernelSx.R
ibr/R/criteria.R
ibr/R/iterchoiceA.R
ibr/R/lambdachoicelr.R
ibr/R/fittedS1.R
ibr/R/iterchoiceS1cve.R
ibr/R/betaS1.R
ibr/R/iterchoiceS1.R
ibr/R/BIC.ibr.R
ibr/R/lambdachoice.R
ibr/MD5
ibr/README
ibr/DESCRIPTION
ibr/man
ibr/man/betaA.Rd
ibr/man/summary.ibr.Rd
ibr/man/iterchoiceS1.Rd
ibr/man/predict.npregress.Rd
ibr/man/betaS1lr.Rd
ibr/man/departnoyau.Rd
ibr/man/forward.Rd
ibr/man/npregress.Rd
ibr/man/iterchoiceS1e.Rd
ibr/man/iterchoiceAe.Rd
ibr/man/BIC.ibr.Rd
ibr/man/ibr-package.Rd
ibr/man/iterchoiceAcv.Rd
ibr/man/betaS1.Rd
ibr/man/kernel.Rd
ibr/man/dsSx.Rd
ibr/man/ibr.fit.Rd
ibr/man/lambdachoicelr.Rd
ibr/man/iterchoiceS1cv.Rd
ibr/man/fittedA.Rd
ibr/man/iterchoiceS1lrcve.Rd
ibr/man/ibr.Rd
ibr/man/dssmoother.Rd
ibr/man/sumvalpr.Rd
ibr/man/iterchoiceS1lrcv.Rd
ibr/man/lrsmoother.Rd
ibr/man/AIC.ibr.Rd
ibr/man/ozone.Rd
ibr/man/lambdachoice.Rd
ibr/man/calcA.Rd
ibr/man/summary.npregress.Rd
ibr/man/bwchoice.Rd
ibr/man/fittedS1lr.Rd
ibr/man/plot.forwardibr.Rd
ibr/man/plot.ibr.Rd
ibr/man/tracekernel.Rd
ibr/man/DuchonQ.Rd
ibr/man/print.summary.ibr.Rd
ibr/man/fittedS1.Rd
ibr/man/DuchonS.Rd
ibr/man/iterchoiceAcve.Rd
ibr/man/cvobs.Rd
ibr/man/predict.ibr.Rd
ibr/man/print.summary.npregress.Rd
ibr/man/iterchoiceA.Rd
ibr/man/iterchoiceS1cve.Rd
ibr/man/kernelSx.Rd
ibr/man/poids.Rd