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 .