Package: mice 3.16.15
mice: Multivariate Imputation by Chained Equations
Multiple imputation using Fully Conditional Specification (FCS) implemented by the MICE algorithm as described in Van Buuren and Groothuis-Oudshoorn (2011) <doi:10.18637/jss.v045.i03>. Each variable has its own imputation model. Built-in imputation models are provided for continuous data (predictive mean matching, normal), binary data (logistic regression), unordered categorical data (polytomous logistic regression) and ordered categorical data (proportional odds). MICE can also impute continuous two-level data (normal model, pan, second-level variables). Passive imputation can be used to maintain consistency between variables. Various diagnostic plots are available to inspect the quality of the imputations.
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mice.pdf |mice.html✨
mice/json (API)
NEWS
# Install 'mice' in R: |
install.packages('mice', repos = c('https://amices.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/amices/mice/issues
- boys - Growth of Dutch boys
- brandsma - Brandsma school data used Snijders and Bosker
- employee - Employee selection data
- fdd - SE Fireworks disaster data
- fdd.pred - SE Fireworks disaster data
- fdgs - Fifth Dutch growth study 2009
- leiden85 - Leiden 85+ study
- mammalsleep - Mammal sleep data
- mnar_demo_data - MNAR demo data
- nhanes - NHANES example - all variables numerical
- nhanes2 - NHANES example - mixed numerical and discrete variables
- pattern1 - Datasets with various missing data patterns
- pattern2 - Datasets with various missing data patterns
- pattern3 - Datasets with various missing data patterns
- pattern4 - Datasets with various missing data patterns
- popmis - Hox pupil popularity data with missing popularity scores
- pops - Project on preterm and small for gestational age infants
- pops.pred - Project on preterm and small for gestational age infants
- potthoffroy - Potthoff-Roy data
- selfreport - Self-reported and measured BMI
- tbc - Terneuzen birth cohort
- tbc.target - Terneuzen birth cohort
- toenail - Toenail data
- toenail2 - Toenail data
- walking - Walking disability data
- windspeed - Subset of Irish wind speed data
chained-equationsfcsimputationmicemissing-datamissing-valuesmultiple-imputationmultivariate-data
Last updated 10 days agofrom:cbc6c4a4fd. Checks:OK: 7 NOTE: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 03 2024 |
R-4.5-win-x86_64 | NOTE | Oct 03 2024 |
R-4.5-linux-x86_64 | NOTE | Oct 03 2024 |
R-4.4-win-x86_64 | OK | Oct 03 2024 |
R-4.4-mac-x86_64 | OK | Oct 03 2024 |
R-4.4-mac-aarch64 | OK | Oct 03 2024 |
R-4.3-win-x86_64 | OK | Oct 03 2024 |
R-4.3-mac-x86_64 | OK | Oct 03 2024 |
R-4.3-mac-aarch64 | OK | Oct 03 2024 |
Exports:.norm.draw.pmm.matchamputeampute.continuousampute.default.freqampute.default.oddsampute.default.patternsampute.default.typeampute.default.weightsampute.discreteampute.mcarappendbreakas.midsas.miraas.mitml.resultbwplotcbindccccicompleteconstruct.blocksconvergenceD1D2D3densityplotestimiceextractBSficofilterfix.coeffluxfluxplotfuturemicegetfitgetqbarglanceglm.midsibindiciciis.madsis.midsis.mipois.mirais.mitml.resultlm.midsmake.blocksmake.blotsmake.formulasmake.methodmake.postmake.predictorMatrixmake.visitSequencemake.wherematchindexmcarmd.pairsmd.patternmdcmicemice.impute.2l.binmice.impute.2l.lmermice.impute.2l.normmice.impute.2l.panmice.impute.2lonly.meanmice.impute.2lonly.normmice.impute.2lonly.pmmmice.impute.cartmice.impute.jomoImputemice.impute.lasso.logregmice.impute.lasso.normmice.impute.lasso.select.logregmice.impute.lasso.select.normmice.impute.ldamice.impute.logregmice.impute.logreg.bootmice.impute.meanmice.impute.midastouchmice.impute.mnar.logregmice.impute.mnar.normmice.impute.mpmmmice.impute.normmice.impute.norm.bootmice.impute.norm.nobmice.impute.norm.predictmice.impute.panImputemice.impute.passivemice.impute.pmmmice.impute.polrmice.impute.polyregmice.impute.quadraticmice.impute.rfmice.impute.rimice.impute.samplemice.midsmice.thememids2mplusmids2spssmiponame.blocksname.formulasnccnelsonaalennicnimpnorm.drawparlmicepoolpool.comparepool.r.squaredpool.scalarpool.scalar.synpool.synpool.tablequickpredrbindsqueezestripplotsupports.transparenttidyversionxyplot
Dependencies:backportsbitbit64bootbroomclicliprcodetoolscpp11crayondplyrfansiforcatsforeachgenericsglmnetgluehavenhmsiteratorsjomolatticelifecyclelme4magrittrMASSMatrixminqamitmlnlmenloptrnnetnumDerivordinalpanpillarpkgconfigprettyunitsprogresspurrrR6RcppRcppEigenreadrrlangrpartshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsvroomwithr