Qiufei Yao

Truncated Inverse-Lévy Measure Representation of the Beta Process

The beta process is a widely used nonparametric prior in Bayesian machine learning. While various inference schemes have been developed for the beta process and related models, the current state-of-the-art method relies heavily on the stick-breaking representation with decreasing atom weights, which…