1. INTRODUCTION  
2. PRE-PROCESSING THE ALERTS FOR CLASSIFICATION  
3. TIME-SERIES MODELS  
4. MODEL LIKELIHOOD AND FITNESS ESTIMATION  
5. TESTS ON A VERIFICATION SET  
6. CHARACTERIZATION OF VARIABILITY SELECTED EXTRAGALACTIC AGN AND SNE  
7. CONCLUSIONS