The average error of a learning model,estimation and use in testing the fit of models

A measure of the discrepancy between observed transition frequencies and those predicted by a learning model, an average error of a learning model, is presented. The maximum-likelihood estimator of the average error is derived and its use in a modified test of goodness of fit is demonstrated.