decon: Deconvolution Estimation in Measurement Error Models

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This package contains a collection of functions to deal with nonparametric measurement error problems using deconvolution kernel methods. We focus two measurement error models in the package: (1) an additive measurement error model, where the goal is to estimate the density or distribution function from contaminated data; (2) nonparametric regression model with errors-in-variables. The R functions allow the measurement errors to be either homoscedastic or heteroscedastic. To make the deconvolution estimators computationally more efficient in R, we adapt the "Fast Fourier Transform" (FFT) algorithm for density estimation with error-free data to the deconvolution kernel estimation. Several methods for the selection of the data-driven smoothing parameter are also provided in the package. See details in: Wang, X.F. and Wang, B. (2011). Deconvolution estimation in measurement error models: The R package decon. Journal of Statistical Software, 39(10), 1-24.

Author
Xiao-Feng Wang, Bin Wang
Date of publication
2013-04-17 23:06:49
Maintainer
Xiao-Feng Wang <wangx6@ccf.org>
License
GPL (>= 3)
Version
1.2-4

View on CRAN

Man pages

bw.dboot1
A bootstrap bandwidth selection without resampling
bw.dboot2
A bootstrap bandwidth selection with resampling
bw.dmise
The MISE based plug-in bandwidth selection
bw.dnrd
A rule of thumb bandwidth selection in denconvolution...
DeconCdf
Estimating cumulative distribution function from data with...
DeconCPdf
Estimating conditional probability density function from data...
DeconNpr
Perform nonparametric regression with errors-in-variables
DeconPdf
Estimating probability density function from data with...
framingham
Framingham Data
galaxy
The observed position-velocity data of low surface brightness...
plot.Decon
Plot a Decon Object
print.Decon
Print a Decon Object

Files in this package

decon
decon/MD5
decon/src
decon/src/Fkernel.f
decon/src/Ckernel.c
decon/man
decon/man/print.Decon.Rd
decon/man/plot.Decon.Rd
decon/man/galaxy.Rd
decon/man/framingham.Rd
decon/man/bw.dnrd.Rd
decon/man/bw.dmise.Rd
decon/man/bw.dboot2.Rd
decon/man/bw.dboot1.Rd
decon/man/DeconPdf.Rd
decon/man/DeconNpr.Rd
decon/man/DeconCdf.Rd
decon/man/DeconCPdf.Rd
decon/inst
decon/inst/script
decon/inst/script/Example_codes_JSS.R
decon/inst/CITATION
decon/data
decon/data/galaxy.tab.gz
decon/data/framingham.tab.gz
decon/R
decon/R/onload.R
decon/R/deconpdf.R
decon/R/deconnpr.R
decon/R/deconcpdf.R
decon/R/deconcdf.R
decon/R/bwdnrd.R
decon/R/bwdmise.R
decon/R/bwdboot2.R
decon/R/bwdboot1.R
decon/NEWS
decon/NAMESPACE
decon/DESCRIPTION