Fa-Ming Liang

An Introduction to Stochastic Deep Learning

Deep neural networks (DNNs) have achieved remarkable success in prediction, but their deterministic formulation makes many statistical inference tasks difficult. StoNet, short for stochastic neural network, addresses this limitation by reformulating a DNN as a probabilistic latent‐variable model, in which the outputs o...