Bayesian Active Learning of (small) Quantile Sets through Expected Estimator Modification

Romain Ait Abdelmalek-Lomenech, Julien Bect, Emmanuel Vazquez

Given a multivariate function taking deterministic and uncertain inputs, we consider the problem of estimating a quantile set: a set of deterministic inputs for which the probabili…