Minimal sample size in the group classification problem

摘要

Bayes classification procedure for a group of independent vectors treated as a whole is considered. When the distributions are not specified, we obtain the bounds of the minimal sample size based on the Chernoff and the Bhattacharyya distances between the populations. The case of the normal distribution is also discussed.