imputeLCMD: A collection of methods for left-censored missing data imputation

The package contains 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.

Getting started

Package details

AuthorCosmin Lazar
MaintainerCosmin Lazar <vcosminlazar@gmail.com>
LicenseGPL (>= 2)
Version2.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("imputeLCMD")

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imputeLCMD documentation built on May 2, 2019, 8:18 a.m.