# decon: Deconvolution Estimation in Measurement Error Models

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

## Man pages

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