Assignment of Arbitrarily Distributed Random Samples to the Fixed Probability Distribution and its Risk

The problem of statistical assignment of arbitrarily distributed random samples to the fixed probability distribution is considered.The decision rule based on the maximum likelihood method is proposed and its efficiency is analytically examined.The case of two samples of the same size and the Fisher model is studied.