1. A STUDY OF APPROXIMATIONS AND DATA REDUCTION TECHNIQUES FOR KERNEL REGULARIZED LEAST SQUARES Open Access Author: Straub, Benjamin Marshall Title: A STUDY OF APPROXIMATIONS AND DATA REDUCTION TECHNIQUES FOR KERNEL REGULARIZED LEAST SQUARES Graduate Program: Statistics Keywords: Kernel MethodsMachine-LearningRidgeRegularizationRandom ProjectionsClusteringLeast-Squares File: Download final_thesis.pdf Committee Members: Bharath Kumar Sriperumbudur, Thesis Advisor/Co-AdvisorDonald Richards, Committee MemberDavid Russell Hunter, Committee MemberBenjamin Adam Shaby, Committee Member