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math.ST2022
Robust oracle estimation and uncertainty quantification for possibly sparse quantiles
Eduard Belitser, Paulo Serra, Alexandra Vegelien
A general many quantiles + noise model is studied in the robust formulation (allowing non-normal, non-independent observations), where the identifiability requirement for the noise…
math.ST2013
Adaptive Priors based on Splines with Random Knots
Eduard Belitser, Paulo Serra
Splines are useful building blocks when constructing priors on nonparametric models indexed by functions. Recently it has been established in the literature that hierarchical prior…