# Intuitive Missing Data Imputation Framework

## Documentation for package ‘missCompare’ version 1.0.3

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

all_patterns | Missing data spike-in in various missing data patterns
clean | Dataframe cleaning for missing data handling
clindata_miss | Clinical dataset with missingness
get_data | Extraction of metadata from dataframes
impute_data | Missing data imputation with various methods
impute_simulated | Imputation algorithm tester on simulated data
MAP | Missing data spike-in in MAP pattern
MAR | Missing data spike-in in MAR pattern
MCAR | Missing data spike-in in MCAR pattern
missCompare | 'missCompare': Missing Data Imputation Comparison Framework
MNAR | Missing data spike-in in MNAR pattern
post_imp_diag | Post imputation diagnostics
simulate | Simulation of matrix with no missingness
test_AmeliaII | Testing the 'Amelia II' missing data imputation algorithm
test_aregImpute | Testing the 'Hmisc' aregImpute missing data imputation algorithm
test_kNN | Testing the 'VIM' kNN missing data imputation algorithm
test_mean_imp | Testing the mean imputation algorithm
test_median_imp | Testing the median imputation algorithm
test_mi | Testing the 'mi' missing data imputation algorithm
test_mice_mixed | Testing the 'mice' mixed missing data imputation algorithm
test_missForest | Testing the 'missForest' missing data imputation algorithm
test_missMDA_EM | Testing the 'missMDA' EM missing data imputation algorithm
test_missMDA_reg | Testing the 'missMDA' regularized missing data imputation algorithm
test_pcaMethods_BPCA | Testing the 'pcaMethods' BPCA missing data imputation algorithm
test_pcaMethods_Nipals | Testing the 'pcaMethods' NIPALS missing data imputation algorithm
test_pcaMethods_NLPCA | Testing the 'pcaMethods' NLPCA missing data imputation algorithm
test_pcaMethods_PPCA | Testing the 'pcaMethods' PPCA missing data imputation algorithm
test_pcaMethods_svdImpute | Testing the 'pcaMethods' svdImpute missing data imputation algorithm
test_random_imp | Testing the random replacement imputation algorithm