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missForest

Nonparametric Missing Value Imputation using Random Forest

v1.6.1 · Oct 26, 2025 · GPL (>= 2)

Description

The function 'missForest' in this package is used to impute missing values particularly in the case of mixed-type data. It uses a random forest (via 'ranger' or 'randomForest') trained on the observed values of a data matrix to predict the missing values. It can be used to impute continuous and/or categorical data including complex interactions and non-linear relations. It yields an out-of-bag (OOB) imputation error estimate without the need of a test set or elaborate cross-validation. It can be run in parallel to save computation time.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Reverse Dependencies (29)

depends

Dependency Network

Dependencies Reverse dependencies randomForest ranger foreach iterators itertools doRNG Rdpack imp4p ADAPTS FAfA FuzzyImputationTest GenoPop KarsTS MERO bartMachine bartXViz compIndexBuilder funspace highMLR imanr longit metamorphr +14 more reverse deps missForest

Version History

new 1.6.1 Mar 9, 2026