be the asymptotic error probability of the nearest neighbor rule (NNR). A particular estimate of 
 from 
 -classified samples, known to converge to 
 in probability as 
 increases to infinity, is shown to actually converge with probability 1 to 
 whenever the NNR itself converges with probability 1.