Hierarchical Multiple Imputation

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Documentation for package ‘hmi’ version 0.6.3

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as_data_frame_interval Transform interval objects into data.frames
as_interval Function to transform numeric (or character) vectors into an interval object
components Function to get the likelihood contribution of different roudinding degrees
contributions4intervalls get the likelihood contributions of interval data
decompose_interval decompose up intervals
divided_interval Dividing function
doubleintegral Function to calculate double integrals
extract_varnames Function to extract the different elements of a formula
get_type Get the type of variables.
hmi hmi: Hierarchical Multilevel Imputation.
hmi_pool Averages the results of the imputation function 'hmi'.
idf2interval Transform interval data frames into data.frames with interval variables
imp_binary_multi The function for hierarchical imputation of binary variables.
imp_binary_single The function for imputation of binary variables.
imp_cat_multi The function for hierarchical imputation of categorical variables.
imp_cat_single The function to impute categorical variables
imp_cont_multi The function for hierarchical imputation of contious variables.
imp_cont_single The function for imputation of contiuous variables.
imp_count_multi The function for hierarchical imputation of variables with count data.
imp_count_single The function for imputation of binary variables.
imp_interval The function to impute interval data variables
imp_orderedcat_multi The function for hierarchical imputation of categorical variables.
imp_orderedcat_single The function to impute ordered categorical variables
imp_roundedcont The function to impute rounded continuous variables
imp_semicont_multi The function for hierarchical imputation of semicontinous variables.
imp_semicont_single The function for hierarchical imputation of semicontinous variables.
interval2idf Transform interval variables to a interval data frame
is_interval Function to check wheter an object is an interval
list_of_types_maker Helps the user to make a list of types.
minus_interval Subraction function
negloglik2 calculate the likelihood contribution of the data
negloglik2_intervalsonly calculate the likelihood contribution of the intervall data only
pbivnormX calculate probabilities from the cumulative distribution function of a standard bivariate normal distribution
plus_interval Adding function
sample_imp Sample imputation.
sna_interval Get standard NAs from interval data
split_interval Split up intervals
times_interval Multiplication function