Needles and straw in a haystack: robust confidence for possibly sparse sequences

Eduard Belitser, Nurzhan Nurushev

In the general signal+noise model we construct an empirical Bayes posterior which we then use for uncertainty quantification for the unknown, possibly sparse, signal. We introduce…