Closed unintendedbear closed 7 years ago
That creates pressure towards smaller trees, biasing search. You shouldn't try to do that unless it's really a problem. It's better to cap the tree size at a particular value.
So you propose to repeat the experiments trying different max. depth of the tree?
Specifically, I don't propose anything. I'm just saying that hierarchical fitness functions are Evil. But that would be a good option, yes. Better than hierarchical fitness, anyway.
So if two individuals obtain the same fitness, the one which survives is the one with the smalest tree.