Pattern recognition machines such as the neural network machine: described in U.S. Pat. No. 5,067,164, issued Nov. 19, 1991, and assigned to Applicants' assignee, are finding increasing use in the rapid and automatic identification of unknown alphanumeric and other symbols or images.