Robert Finn

A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models

Conjugate pairs of distributions over infinite dimensional spaces are prominent in machine learning, particularly due to the widespread adoption of Bayesian nonparametric methodologies for a host of models and applications. Much of the existing literature in the learning community focuses on process…