Easy Variational Inference for Categorical Models via an Independent Binary Approximation

Michael T. Wojnowicz, Shuchin Aeron, Eric L. Miller, Michael C. Hughes

Abstract: We pursue tractable Bayesian analysis of generalized linear models (GLMs) for categorical data. GLMs have been difficult to scale to more than a few dozen categories due to non-conjugacy or strong ...