Empowering Bayes with sources of uncertainty: from confidence modelling to sparse estimation

Rafael Mouallem Rosa, Julyan Arbel, Hien Duy Nguyen

We introduce sources of uncertainty (SoU) inference, a general framework that extends Bayesian inference by allowing researchers to explicitly encode heterogeneous confidence acros…