James D. Meernik, Acting Dean of the Toulouse Graduate School INCREMENTAL LEARNING WITH LARGE DATASETS Balathasan Giritharan Dissertation Prepared for the Degree of DOCTOR OF PHILOSOPHY UNIVERSITY OF NORTH TEXAS