Embodiments of the present invention generally relate to network security systems such as firewalls and filters or other devices used in such systems for identifying and filtering unwanted e-mail messages or ???spam,??? and in particular to a methods and systems for classifying e-mail messages as spam by standardizing, tuning, and then, combining outputs of a plurality of spam classifiers or class