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P7: Solving l1 Regularized Least Square Problems with Hierarchical Decomposition

Author: Ming Zhong , Advisor: Eitan Tadmor (MATH, CSCAMM and IPST)


Problem Statement Presentation

Project Proposal

Abstract

In this project, we develop a Hierarchical Decomposition algorithm to solve the l1-Regularized Least Square problem. With the new approach, we show a systemic approach on how to select a family of regularization parameters in order to improve accuracy while retaining the sparsity of our approximation.



MidYear Progress Report and Presentation

Final Presentation , Final Report