Incorporating functional summary information in Bayesian neural networks using a Dirichlet process likelihood approach

Vishnu Raj, Tianyu Cui, Markus Heinonen +1

Bayesian neural networks (BNNs) can account for both aleatoric and epistemic uncertainty. However, in BNNs the priors are often specified over the weights which rarely reflects tru…