Multiple Imputation Through 'XGBoost'


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Documentation for package ‘mixgb’ version 1.0.2

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mixgb-package 'mixgb': Multiple Imputation Through XGBoost
createNA Create missing values for a dataset
data_clean Data cleaning
impute_new Impute new data with a saved 'mixgb' imputer object
mixgb Multiple imputation through XGBoost
mixgb_cv Use cross-validation to find the optimal 'nrounds'
nhanes3 A small subset of the NHANES III (1988-1994) newborn data
nhanes3_newborn NHANES III (1988-1994) newborn data
plot_1num1fac Box plots with points for one numeric variable vs one factor (or integer) variable.
plot_1num2fac Box plots with overlaying data points for a numeric variable vs a factor condition on another factor
plot_2fac Bar plots for two imputed factor variables
plot_2num Scatter plots for two imputed numeric variables
plot_2num1fac Scatter plots for two imputed numeric variables conditional on a factor
plot_bar Bar plots for multiply imputed values for a single factor variable
plot_box Boxplots with data points for multiply imputed values for a single numeric variable
plot_hist Histogram with density plots for multiply imputed values for a single numeric variable
show_var Show multiply imputed values for a single variable