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The imputer module can impute missing values (e.g., nan) in the data.
Only a few pedigree-based imputation programs can impute non-genotyped individuals in the pedigree, e.g., AlphaImpute [ 4], FImpute [ 16], FindHap [ 17], and PedImpute [ 18].
This stresses the need for an imputation method that can impute genotypes that have not been observed in the sample.
In this situation, the MI approach with the multinomial logit model is not able to create sensible imputations, because it can impute only the two observed categories in the data.
This method can impute missing genotypes with greater accuracy than can other common imputation methods, for example, beagle.
When establishing the fraction of missingness, we can impute almost any fraction of missing data, provided that we do the imputation correctly and do not violate the assumption of MAR.
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This study demonstrates that the PLSR imputation method can efficiently impute missing genotypes from LDP to HDP.
In joint ownership cases, can one impute a common intention that the parties are to share unequally?
And in sole ownership cases, can one impute a common intention that the non-owning party will have an interest in the property?
We can now impute what a person or group will do next and why.
However, while one can somewhat impute characterizing "spikiness", a meaningful definition of "robustness" is not provided.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com