we estimate β usinĝ For the second stage, we assume that the coefficients for each feature can be shrunk differently, but that coefficients for each feature should be shrunk the same regardless of what label they are predicting.
for a given observation we predict: where the weights w j indicate how much to shrink each of the p features.