Using the attribute mean for quantitative (numeric) values or attribute mode for categor-
ical (nominal) values, for all samples belonging to the same class as the given tuple: For
example, if classifying customers according to credit risk, replace the missing value with the average
income value for customers in the same credit risk category as that of the given tuple.