Data Subsampling for Bayesian Neural Networks

Eiji Kawasaki, Markus Holzmann, Lawrence Adu-Gyamfi

Markov Chain Monte Carlo (MCMC) algorithms do not scale well for large datasets leading to difficulties in Neural Network posterior sampling. In this paper, we propose Penalty Baye…