Changchun Li

Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs

2016 · International Conference on Computational Linguistics

Gaussian LDA integrates topic modeling with word embeddings by replacing discrete topic distribution over word types with multivariate Gaussian distribution on the embedding space. This can take semantic information of words into account. However, the …