CATEGORY SPACE DIMENSIONALITY REDUCTION FOR SUPERVISED LEARNING By ANTHONY O'NEAL SMITH A DISSERTATION PRESENTED TO THE GRADUATE SCHOOL OF THE UNIVERSITY OF FLORIDA IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY UNIVERSITY OF FLORIDA