On the Consistency of the Maximum Likelihood Estimate of Normal Mixture Parameters for a Sample with Field Structure

摘要

General theorems concerning the strong consistency of the MLE of exponential mixture parameters are proved. These theorems imply the strong consistency of the MLE of normal mixture parameters when the data is organized into fields each of which is a random sample from one of the component normal distributions.