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imputeLCMD  

A Collection of Methods for Left-Censored Missing Data Imputation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("imputeLCMD", "2.1")



Attach the package and use:
library("imputeLCMD")
Maintained by
Samuel Wieczorek
[Scholar Profile | Author Map]
First Published: 2014-07-13
Latest Update: 2022-06-10
Description:
A collection of functions for left-censored missing data imputation. Left-censoring is a special case of missing not at random (MNAR) mechanism that generates non-responses in proteomics experiments. The package also contains functions to artificially generate peptide/protein expression data (log-transformed) as random draws from a multivariate Gaussian distribution as well as a function to generate missing data (both randomly and non-randomly). For comparison reasons, the package also contains several wrapper functions for the imputation of non-responses that are missing at random. * New functionality has been added: a hybrid method that allows the imputation of missing values in a more complex scenario where the missing data are both MAR and MNAR.
How to cite:
Samuel Wieczorek (2014). imputeLCMD: A Collection of Methods for Left-Censored Missing Data Imputation. R package version 2.1, https://cran.r-project.org/web/packages/imputeLCMD. Accessed 08 Apr. 2025.
Previous versions and publish date:
1.0 (2014-07-13 00:40), 2.0 (2015-01-19 07:09)
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Complete documentation for imputeLCMD
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