Semiparametric Uncertainty Quantification via Isotonized Posterior for Deconvolutions

Francesco Gili, Geurt Jongbloed

We address the problem of uncertainty quantification for the deconvolution model \(Z = X + Y\), where \(X\) and \(Y\) are nonnegative random variables and the goal is to estimate t…