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imputeLCMD

A Collection of Methods for Left-Censored Missing Data Imputation

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.

Versions across snapshots

VersionRepositoryFileSize
2.1 rolling linux/jammy R-4.5 imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 rolling linux/noble R-4.5 imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 rolling source/ R- imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 latest linux/jammy R-4.5 imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 latest linux/noble R-4.5 imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 latest source/ R- imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 2026-04-26 source/ R- imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 2026-04-23 source/ R- imputeLCMD_2.1.tar.gz 575.9 KiB
2.1 2025-04-20 source/ R- imputeLCMD_2.1.tar.gz 575.9 KiB

Dependencies (latest)

Depends