I have the same features and target variable in different countries (features are the same but the values are different). I would like to select the best features with the constrain that they are the same in all groups(countries in my case).
I wanted to use Lasso for that but I don't see how I can force it give the same features in all countries. I looked into MultiTask lasso as well but the feature values are not the same in my case (just the feature name is the same)