Another alternative method is Information Gain (Yang and Pedersen, 1997).
as defined in equation 2, it measures the entropy gain associated with feature t in assigning the class label c. these methods are limited: they do not provide ranked lists per-L1 class, and more importantly, they do not explicitly capture underuse.