of Dissertation Presented to the Graduate School of the University of Florida in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy FROM FIXED TO ADAPTIVE BUDGET ROBUST KERNEL ADAPTIVE FILTERING By Songlin Zhao December 2012 Chair: Jose C. Principe Major: Electrical and Computer Engineering Recently, owning to universal modeling capacity, convexity in performance sur...