An autonomous classification device which enables the creation of
autonomous classifiers that are easy to deploy, adapt and optimize in the
environment in which they are used. The classifier is autonomous in that
it can perform three functions that define autonomic systems:
automatically configure itself in an environment, optimize its
performance using the environment and mechanisms for performance, and
continually adapting to improve performance and heal itself in a changing
environment.