Introduction | Imputing using gFormulaImpute | Imputation model specification | Number of imputations | Number of individuals to simulate | Analysing the imputations | Datasets with missing values | References

Introduction | Joint model and FCS multiple imputation | Imputation model compatibility | Substantive Model Compatible Fully Conditional Specification multiple imputation | Sampling from the imputation distribution | Statistical properties | When SMC-FCS may be preferable to FCS/MICE | The smcfcs package | Example - linear regression substantive model with quadratic covariate effects | Imputing using auxiliary variables with smcfcs | Rejection sampling warnings | Assessing convergence

Validation data | Replication data | Multiple covariates measured with error