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How clustering can be used to impute the missing in the categorical variable?

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@harry wrote:

I am currently studying the methods by which I can fill the missing value in the categorical variable.I have studied the methods like
1) The highest frequency of the variable.
2) Model building approach
3) User defining approach(by finding the correlation between the variable)

I want to know if clustering can be used as one of the methods for filling the missing value of the variable.

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