Upper Bounds for the Risk in the Problem of Recognition of Two Classes

Lower bounds are obtained for the risk in the problem of recognition of two classes, under conditions in which the parameters of the conditional densities are unknown but there are classified samples of finite size $N$. It is shown that, under certain general conditions of regularity, the risk converges at a rate not greater than $N^{-1}$.