The paper proves that functionals of the mixing distribution in nonparametric empirical Bayes models can be consistently estimated via SPMLE even when the mixing distribution is unidentifiable due to nonresponse.
We suggest CIs that include the unidenti- fiable range
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Empirical Bayes Estimation of the Mean of a Function of the Latent Variable with Applications to the Treatment of Nonresponse
The paper proves that functionals of the mixing distribution in nonparametric empirical Bayes models can be consistently estimated via SPMLE even when the mixing distribution is unidentifiable due to nonresponse.