Multinomial Distributions

Existing word similarity measures are not robust to data sparseness since they rely only on the point estimation of words’ context profiles obtained from a limited amount of data. This …...

Unsupervised word embeddings have been shown to be valuable as features in supervised learning problems; however, their role in unsu- pervised problems has been less thoroughly ex- plored. In this …...