impute.MAR.MNAR: Imputation under MCAR and MNAR hypothesis

In imputeLCMD: A Collection of Methods for Left-Censored Missing Data Imputation

Imputation under MCAR and MNAR hypothesis

Description

this function performs missing values imputation under MCAR and MNAR hypothesis

Usage

impute.MAR.MNAR(
  dataSet.mvs,
  model.selector,
  method.MAR = "KNN",
  method.MNAR = "QRILC"
)

Arguments

dataSet.mvs	expression matrix containing abundances with MVs (either peptides or proteins)
model.selector	- binary vector; "1" indicates MCAR proteins
method.MAR	- the method to be used for MAR missing values - possible values: MLE (default), SVD, KNN
method.MNAR	- the method to be used for MAR missing values

Value

dataset containing complete abundances

imputeLCMD documentation built on June 10, 2022, 5:09 p.m.