LOCAL APPROACHES FOR COLLABORATIVE FILTERING A Thesis Presented to The Academic Faculty by Joonseok Lee In Partial Fulfillment of the Requirements for the Degree Doctor of Philosophy in Computational Science College of Computing Georgia Institute of Technology August 2015 Copyright c 2015 by Joonseok Lee