Lasso

Lasso is a regularization method for pa- rameter estimation in linear models. It op- timizes the model parameters with respect to a loss function subject to model com- plexities. This …...

We introduce three linguistically moti- vated structured regularizers based on parse trees, topics, and hierarchical word clusters for text categorization. These regularizers impose linguistic bias in fea- ture weights, enabling …...