Gaussian Prior

Maximum entropy models are a common mod- eling technique, but prone to overfitting. We show that using an exponential distribution as a prior leads to bounded absolute discounting by a …...

. Recent work on Conditional Random Fields (CRFs) has demonstrated the need for regularisation when applying these models to real-world NLP data sets. Conventional approaches to regularising CRFs has focused …...