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How to impute categorical missing values?

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@Gurpreet_amity wrote:

Hi,
Can anybody help in telling how should we impute categorical missing values without using mode ,median
central tendencies.
-I tried random forest to impute misssing values in r package missforest but it doesnt work more than 53 categories and here in loanprediction dataset.LOANID variable has 600 catagories.

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