1. A system for enhancing performance of a data pattern recognizer for an entity, comprising: a personalization component that updates the recognizer based at least in part upon at least one sample customized to the entity, the personalization component utilizes regularization favoring a base set of parameters of the recognizer during update of the recognizer.