Do we have to compare two tree models that have the same amount of attributes or is it
fine to compare our original data (say it has 8 attributes) with our data with reduced
attributes after attribute selection (only 5 attributes)?
I would recommend comparing both if you have time. Otherwise, you can compare two tree
models: one with attribute selection based on your understanding and the other with
attribute selection based on IG.