In order to separate the conclusion of the optimizer comparison into a separate small paper, we wanted to try it using stratified cross-validation (instead of holding out an entire cancer type or dataset); these changes enable that.
The results are mostly the same as we saw in #71: e.g. for KRAS:
And overall, liblinear performance is better than SGD for the best-performing model:
In order to separate the conclusion of the optimizer comparison into a separate small paper, we wanted to try it using stratified cross-validation (instead of holding out an entire cancer type or dataset); these changes enable that.
The results are mostly the same as we saw in #71: e.g. for KRAS:
And overall, liblinear performance is better than SGD for the best-performing model: