This article explains estimation of gene frequencies from a Bayesian v
iewpoint using prior information. How to obtain Bayes estimators and t
he highest posterior density credible sets (Bayesian counterpart to cl
assical confidence intervals) for gene frequencies is described. Tests
of hypotheses are also discussed. A readily available mathematical ap
plication package is used to demonstrate the mathematical computations
.