decon swMATH ID: 11088 Software Authors: Xiao-Feng Wang, Bin Wang Description: 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. Homepage: http://cran.r-project.org/web/packages/decon/index.html Source Code: https://github.com/cran/decon Dependencies: R Related Software: R; KernSmooth; SAS; RRC; relibpls8; BLINPLUS; simex; Stata; simexaft; mecor; LeArEst; np; spatial; Algorithm 916; alr3; bootlib; Vowpal Wabbit; GitHub; hdi; bootstrap Cited in: 20 Documents Standard Articles 1 Publication describing the Software Year all top 5 Cited by 32 Authors 3 Pommeret, Denys 2 Al-Sharadqah, Ali A. 2 Wang, Xiaofeng 2 Ye, Deping 1 Auray, Stéphane 1 Boutahar, Mohamed 1 Carroll, Raymond James 1 Dabo-Niang, Sophie 1 Delaigle, Aurore 1 El Karoui, Noureddine 1 Eyquem, Aurélien 1 Guan, Zhong 1 Huang, Xianzheng 1 Jouneau-Sion, Frédéric 1 Li, Zhaohai 1 Lütkenöner, B. 1 Mallick, Bani K. 1 McLain, Alexander C. 1 Mojirsheibani, Majid 1 Galvão Patriota, Alexandre 1 Pouliot, William 1 Purdom, Elizabeth 1 Qu, Liangqiang 1 Sarkar, Abhra 1 Slaoui, Yousri 1 Sun, Wenguang 1 Thiam, Baba 1 Wang, Bin 1 Wang, Jinru 1 Wertelecki, W. 1 Yan, Ting 1 Yuan, Ao all top 5 Cited in 16 Serials 2 Journal of Statistical Computation and Simulation 2 Computational Statistics and Data Analysis 2 Sankhyā. Series A 1 Biometrics 1 Journal of the American Statistical Association 1 Journal of Multivariate Analysis 1 Communications in Statistics. Theory and Methods 1 Statistical Papers 1 Statistica Sinica 1 Journal of Nonparametric Statistics 1 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 1 Australian & New Zealand Journal of Statistics 1 Journal of Machine Learning Research (JMLR) 1 Statistical Methods and Applications 1 Electronic Journal of Statistics 1 Afrika Matematika Cited in 5 Fields 20 Statistics (62-XX) 3 Numerical analysis (65-XX) 2 Probability theory and stochastic processes (60-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year