# Intuitive Missing Data Imputation Framework

## Documentation for package ‘missCompare’ version 1.0.1

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

## Help Pages

missCompare-package | missCompare: Missing Data Imputation Comparison Framework
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