65 citations · 86 across the 27 of their papers we have counts for
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stat.ME2019
Empirical Bayes mean estimation with nonparametric errors via order statistic regression on replicated data
Nikolaos Ignatiadis, Sujayam Saha, Dennis L. Sun +1
We study empirical Bayes estimation of the effect sizes of units from noisy observations on each unit. We show that it is possible to achieve near-Bayes optimal mean square…
stat.ME2019★ 11 cited
Covariate-Powered Empirical Bayes Estimation
Nikolaos Ignatiadis, Stefan Wager
We study methods for simultaneous analysis of many noisy experiments in the presence of rich covariate information. The goal of the analyst is to optimally estimate the true effect…
stat.ME2019
Confidence Intervals for Nonparametric Empirical Bayes Analysis
Nikolaos Ignatiadis, Stefan Wager
In an empirical Bayes analysis, we use data from repeated sampling to imitate inferences made by an oracle Bayesian with extensive knowledge of the data-generating distribution. Ex…