Multivariate Imputation by Chained Equations


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Documentation for package ‘mice’ version 2.3

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boys Growth of Dutch boys
cbind.mids Combine a Multiply Imputed Data Set with other mids object or dataframe
complete Creates a Complete Flat File from a Multiply Imputed Data Set
glm.mids Generalized Linear Model for Multiply Imputed Data
ibind Combine imputations fitted to the same data
lm.mids Linear Regression on Multiply Imputed Data
md.pairs Missing data pattern by variable pairs
md.pattern Missing Data Pattern
mice Multivariate Imputation by Chained Equations (MICE)
mice.impute.2l.norm Imputation by a Two-Level Normal Model
mice.impute.lda Imputation by Linear Discriminant Analysis
mice.impute.logreg Imputation by Logistic Regression
mice.impute.mean Imputation by the Mean
mice.impute.norm Imputation by Bayesian Linear Regression
mice.impute.norm.nob Imputation by Linear Regression (non Bayesian)
mice.impute.passive Passive Imputation
mice.impute.pmm Imputation by Predictive Mean Matching
mice.impute.polyreg Imputation by Polytomous Regression
mice.impute.sample Imputation by Simple Random Sampling
mice.mids Multivariate Imputation by Chained Equations (Iteration Step)
mids Multiply Imputed Data Set
mipo Multiply Imputed Pooled Analysis
mira Multiply Imputed Repeated Analyses
nhanes NHANES example - all variables numerical
nhanes2 NHANES example - mixed numerical and discrete variables
plot.mids Multiply Imputed Data Set
pool Multiple Imputation Pooling
pool.compare Compare two nested models fitted to imputed data
pool.r.squared Pooling: R squared
pool.scalar Multiple Imputation Pooling: Univariate version
popmis Hox pupil popularity data with missing popularity scores
print.mids Multiply Imputed Data Set
print.mipo Multiply Imputed Pooled Analysis
print.mira Multiply Imputed Repeated Analyses
quickpred Quick selection of predictors from the data
rbind.mids Combine a Multiply Imputed Data Set with other mids object or dataframe
summary.mids Multiply Imputed Data Set
summary.mipo Multiply Imputed Pooled Analysis
summary.mira Multiply Imputed Repeated Analyses
windspeed Subset of Irish wind speed data
with.mids Evaluate an expression in multiple imputed datasets