Package index • midoc

Explore Data

Explore missing data patterns and mechanisms

descMissData(): Lists missing data patterns in the specified dataset

exploreDAG(): Compares data with proposed DAG

Check Validity

Check whether complete records analysis and multiple imputation are valid

checkCRA(): Inspect complete records analysis model

checkMI(): Inspect multiple imputation model

Implement MI

Implement a suitable multiple imputation strategy

checkModSpec(): Inspect parametric model specification

proposeMI(): Suggests multiple imputation options

doMImice(): Performs multiple imputation

doMNARMImice(): Performs not-at-random multiple imputation

doRefBasedMI(): Performs reference-based multiple imputation

Examples and Vignettes

Example datasets and interactive versions

bmi: Child body mass index data

qol: Randomised controlled trial data

adr: Administrative data

midocVignette(): Run an interactive vignette for the midoc package

midocShinyApp(): Run a browser-based version of the midoc package