Is there any dimension reduction technique available for categorical variable? My understanding is that PCA cannot be used for categorical variable - Please correct me if I am wrong.
Has anyone used any other method other than the variable importance plots? The problem that i face with variable importance plots is that each time frame of the dataset gives me different importance. I tried K-fold cross validation, but not much big difference.