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decon  

Deconvolution Estimation in Measurement Error Models
View on CRAN: Click here


Download and install decon package within the R console
Install from CRAN:
install.packages("decon")

Install from Github:
library("remotes")
install_github("cran/decon")

Install by package version:
library("remotes")
install_version("decon", "1.3-4")



Attach the package and use:
library("decon")
Maintained by
Xiao-Feng Wang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2010-03-23
Latest Update: 2021-10-20
Description:
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.
How to cite:
Xiao-Feng Wang (2010). decon: Deconvolution Estimation in Measurement Error Models. R package version 1.3-4, https://cran.r-project.org/web/packages/decon. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.1-1 (2010-03-23 08:27), 1.2-1 (2010-10-21 12:48), 1.2-2 (2011-02-28 19:32), 1.2-4 (2013-04-17 23:06), 1.2 (2010-10-08 19:27), 1.3-4 (2021-10-20 22:50)
Other packages that cited decon R package
View decon citation profile
Other R packages that decon depends, imports, suggests or enhances
Functions, R codes and Examples using the decon R package
Some associated functions: DeconCPdf . DeconCdf . DeconNpr . DeconPdf . bw.dboot1 . bw.dboot2 . bw.dmise . bw.dnrd . framingham . galaxy . npdenest . npreg . plot.Decon . print.Decon . 
Some associated R codes: bwdboot1.R . bwdboot2.R . bwdmise.R . bwdnrd.R . deconcdf.R . deconcpdf.R . deconnpr.R . deconpdf.R . onload.R . unknownME.R .  Full decon package functions and examples
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