Easy Variational Inference for Categorical Models via an Independent Binary Approximation

Michael T. Wojnowicz, Shuchin Aeron, Eric L. Miller +1

We pursue tractable Bayesian analysis of generalized linear models (GLMs) for categorical data. Thus far, GLMs are difficult to scale to more than a few dozen categories due to non…