Seiichi Inoue

Infinite SCAN: An Infinite Model of Diachronic Semantic Change

In this study, we propose a Bayesian model that can jointly estimate the number of senses of words and their changes through time.The model combines a dynamic topic model on Gaussian Markov random fields with a logistic stick-breaking process that realizes Dirichlet process. In the experiments, we e…