1. A computer implemented method, comprising: applying a statistical model to a set of data in order to identify data points within set of data that are indicative of abnormal behavior; and thereafter automatically clustering said data points utilizing a three-phase clustering algorithm that produces an event classifier for classifying at least one fault among said data points, thereby providing for the automatic construction of a library of faults for use in an early detection system.