MERO (version 0.1.2)

Performing Monte Carlo Expectation Maximization Random Forest Imputation for Biological Data

Description

Perform missing value imputation for biological data using the random forest algorithm, the imputation aim to keep the original mean and standard deviation consistent after imputation.

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Version

Install

install.packages('MERO')

Monthly Downloads

208

Version

0.1.2

License

GPL-3

Maintainer

Mohamed Soudy

Last Published

February 24th, 2023

Functions in MERO (0.1.2)

RMSE

Calculate Root Mean Square Error 'RMSE' between vectors

PlotCorrelateMean

Plot the correlation in scatter plot between original mean and imputed mean

MERO

Perform Monte Carlo Expectation Maximization Random Forest Imputation

EvalImp

Evaluate the imputed data sets and select the best data set