Reducing the dimensionality and granularity in hierarchical categorical variables

Paul Wilsens, Katrien Antonio, Gerda Claeskens

Hierarchical categorical variables often exhibit many levels (high granularity) and many classes within each level (high dimensionality). This may cause overfitting and estimation…