Ha.nnes.dev
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MICE.jl
The start of a Julia package for the Multiple Imputation by Chained Equations algorithm.
Language: Julia
The start of an implementation of the MICE algorithm in Julia.
Development
The plan for this package is to compare its output to other iterative imputation packages, including the R package mice
and scikitlearn's IterativeImputer
.
To generate reproducible comparison datasets, the mice
package is run in a docker container.
cd test/comparison/
# Build the container
docker build -t mice_jl_r_script .
# Run the container
docker run --rm -v "$(pwd)/data/:/data/" mice_jl_r_script
References
If you want to learn more about the MICE algorithm, these are the main sources I am using: