In genetic studies, allele frequency at a genetic marker is routinely inferred, often using genotypes from a small set of individuals. Improving the accuracy of these estimates will benefit studies of human genetic variation or the genetic etiology of heritable traits. Here, we propose an empirical Bayes approach for estimating allele frequencies at single nucleotide polymorphisms....