imputeR2.2 package

Cubist method for imputation

Detect variable type in a data matrix

boosting tree for imputation

Boosting for regression

Impute by (educated) guessing

General Imputation Framework in R

imputeR-package description

logistic regression with lasso for imputation

LASSO for regression

Majority imputation for a vector

Calculate mixed error when the imputed matrix is mixed type

Naive imputation for mixed type data

calculate miss-classification error

Ordered boxplot for a data matrix

Principle component regression for imputation

Plot function for imputation

Partial Least Square regression for imputation

Ridge regression with lasso for imputation

Ridge shrinkage for regression

calculate the RMSE or NRMSE

classification tree for imputation

Evaluate imputation performance by simulation

Introduce some missing values into a data matrix

Best subset for classification (backward)

Best subset (backward direction) for regression

Best subset for classification (both direction)

Best subset for regression (both direction)

Best subset for classification (forward direction)

Best subset (forward direction) for regression