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